What we solve, industry by industry. One hundred and forty-four cases documented against real operations in Latin America — the specific problem and what changes once it is solved.
171 cases across 12 industries · 15 written in full
Early-stage arrears is where almost everything is recovered, and it is where the least
collection work happens. Collectors prioritise large balances because their target is amount
recovered, so the 1-to-30-day bracket — the most recoverable and by far the most numerous — gets
whatever is left of the day. This is not an effort problem or a discipline problem: human
capacity does not stretch to contacting everyone who would still recover on their own with a
reminder that arrives in time.
The solution
A conversational AI agent that places calls and sends messages within the hours the regulation allows. It runs on a voice and text agent platform, connects through APIs to the collections system and the CRM to read balance, arrears bracket and current arrangement, and to the contact centre SIP trunk to place the call. It writes the payment promise straight into collections and hands over live to a human collector, transcript included, whenever the conversation leaves the authorised script.
What it includes
Segmentation of arrears by payment behaviour, not only by how many days overdue.
Contact through the channel that customer answers, with retries and time windows that differ by segment.
A bounded set of normalisation options: the ones policy already approves, with their term and discount limits.
The arrangement written into the collections system, with the payment promise and its date.
Handover to a human collector carrying the full conversation history.
A trace of every contact and every offer, for audit and for answering a complaint.
How it works
The agent makes contact, identifies the account holder, states the balance and the options that
segment allows, and closes the arrangement inside the limits you defined. It does not negotiate
outside them: when the customer asks for something policy does not cover, or when genuine
hardship signals appear, it escalates to a collector with everything already said. The collector
does not restart the conversation or ask again for details the customer has given.
What improves, and how it is measured
Indicator
Definition
Baseline
Early-bracket coverage
Share of 1-30 day accounts contacted at least once in the cycle
Collections system, closed month
Right-party contact
Contacts reaching the account holder over contacts attempted
Contact centre history
Promise rate
Arrangements recorded over right-party contacts
Collections system
Promise kept
Promises paid on time over promises recorded
At 30 and at 60 days
The fourth one is what matters. An operation can lift its promise rate and recover no more money:
if the arrangement is agreed beyond what the customer can actually pay, it breaks, and the
problem has only moved a month. Measuring promises without measuring whether they are kept
rewards precisely the behaviour nobody wants.
Business impact
Capacity. The early bracket gets worked in full without growing the team. Collectors stop spreading themselves across the whole book and concentrate on mid-stage arrears, where negotiation genuinely needs judgement and their experience pays.
Cost to recover. Recovering early costs a fraction of recovering in late-stage arrears, and avoids write-off or selling the book at a discount. The saving comes from not letting accounts age, far more than from the cost of the contact itself.
Evidence. Every contact and every offer is recorded. In a complaint about improper treatment, or in a supervisory review, there is a record instead of the collector's memory and a note written afterwards.
What it takes to work
A written normalisation policy with explicit limits per segment. Where none exists, this work starts by writing it, and that is the real first step.
Contact data with measured quality. A base carrying many dead numbers caps the result before anything begins.
Write access into the collections system. Without it the arrangement is keyed by hand and half the benefit is lost.
An escalation rule agreed with Risk and with Customer Service, not proposed by the supplier.
Contact rules aligned to consumer protection regulation: permitted hours, frequency and record keeping.
When it is not the right move
Where the overdue book is small and concentrated in a few large debtors: there the value sits in
individual negotiation and in the collateral, not in coverage. And where the real problem is
origination — credit is being placed that cannot be repaid — in which case better collections
only administers an earlier mistake more efficiently, and the admission model deserves the
attention first.
A corporate credit file arrives as a bundle of heterogeneous documents: financial statements as
PDFs, incorporation deeds, certificates, tax filings, bank statements. The analyst spends most of
the available time pulling figures out and checking the bundle is complete, and only what remains
on the thing the bank pays them for, which is forming a view on risk. The bottleneck is not
judgement. It is data entry.
The solution
A document processing engine with extraction models trained on financial documents, deployed as a service and connected to the document repository and the loan origination system. It classifies each file in the bundle, extracts financial statement lines into a common template, and publishes the structured file into origination. Anything below the confidence threshold is routed to a review queue that shows the cropped image beside the field, so it is resolved without opening the whole document.
What it includes
Classification of what arrived: which document each file in the bundle actually is.
Extraction of financial statement lines into a structure that is comparable across companies.
Completeness check against the requirement list for that product and segment.
Cross-checking between documents: that the tax ID, the legal name and the figures agree.
Flagging of what does not reconcile, with the document and page where the discrepancy sits.
A built, traceable file ready for committee, with its index.
How it works
The bundle arrives the way it already arrives — email, relationship manager portal or shared
folder — and is classified document by document. Financial statement lines are extracted into a
common template so two companies can be compared without rekeying. What cannot be read with
enough confidence is not invented: it is flagged and shown beside the document image so a person
resolves it in seconds. The analyst receives a built file and an exception list, not a folder.
What improves, and how it is measured
Indicator
Definition
Baseline
Time to assemble
Hours between receiving the bundle and the file being ready for analysis
Sample of 30 files from the quarter
Complete on first pass
Files reaching analysis without a further request to the client
Log of client requests
Field-level accuracy
Correct extracted fields over extracted fields, on the fields that decide
Manual audit on a sample
Rework
Files returned for a keying error or a missing document
Team log
Accuracy is measured per field, not per document. A file with twenty fields at ninety-five per
cent each is rarely entirely correct, and the fields do not carry equal weight: getting equity
wrong is not the same as getting the incorporation date wrong. The bar belongs where the
consequence is.
Business impact
Response time to the client. Delay in corporate lending is lost almost entirely in assembly, not in analysis. Shortening that stage changes what the relationship manager can promise when the client asks when they will have an answer.
Analyst leverage. The team stops keying and starts analysing. Same payroll, more credit judgement produced, which is the scarce output rather than more transcription.
Committee consistency. Every file arrives in the same structure with the same lines. The committee compares cases instead of interpreting whichever format the person who assembled the folder happened to use.
What it takes to work
A documentary requirement list per product and segment, written down and current.
One real month of files, to count how many distinct formats genuinely arrive; the count is always higher than the estimate.
A definition of which fields are decision-grade and what confidence each one demands.
A human review loop for flagged items, with the time for it allocated inside the working day.
Personal and financial data handled under the applicable protection framework, including what is kept and for how long.
When it is not the right move
Where volume is low and each transaction is large and unique — investment banking, project
finance — the file is bespoke and assembly is not the bottleneck. And where the institution is
about to change its core or its origination system: waiting is better, because the work would be
done twice and the second time against a system nobody knows yet.
Fraud gets caught well in the known and badly in the new. Fixed rules catch the pattern someone
has already seen and described, and each new rule is added after a loss. Meanwhile the cost is
paid twice: in the fraud that gets through, and in the false positive that blocks a legitimate
customer at the worst possible moment and produces a call, a complaint and sometimes a lost
relationship.
The solution
An online decision engine combining deterministic rules with behavioural models, deployed in the transaction path against an agreed latency budget. It consumes the authorisation stream from the switch and the digital channel, builds each customer profile from their own history, and returns a score with the signals that explain it. It integrates with the case management system for the review queue and feeds back whatever the analyst confirms as fraud or as legitimate.
What it includes
A behavioural profile per customer and per channel, built on their own history.
Scoring of the transaction in the moment, with the signals that produced it.
Hard rules for what admits no argument, and models for what keeps changing.
A review queue ordered by amount and confidence, not by arrival.
The decision and its reason recorded, for the complaint and for the supervisor.
Confirmed outcomes fed back into the model.
How it works
Each transaction is compared against how that customer and that channel normally behave, not
against a general threshold. The score arrives with the signals that produced it — unusual hour,
new device, different country, atypical sequence — so whoever reviews it understands why the case
is in front of them. The obvious blocks itself; the doubtful goes to a queue where the heaviest
appears first. What gets confirmed feeds the model, which is what keeps it current without
writing a new rule every time.
What improves, and how it is measured
Indicator
Definition
Baseline
Detection
Fraudulent transactions detected over confirmed fraud in the period
Loss register
False positive
Legitimate transactions blocked over transactions blocked
Reviewed sample for the month
Time to decision
Minutes between the alert and the case resolved
Review queue
Customer friction
Legitimate customers receiving an additional verification
Authentication system
The first two move in opposite directions, which is why they are read together: tightening the
threshold raises detection and false positives at once. The useful conversation is not what the
number should be, but how much false positive the business will accept for each point of
detection — and that is a business decision, not a model one.
Business impact
Loss avoided. The direct effect. It is measured against the bank's own loss register, which is the one baseline nobody argues with internally.
Experience of the legitimate customer. A wrongful block on a purchase or a payment is remembered far longer than the protection that worked quietly. Lowering false positives is retention, even if it is booked to another area.
Fraud team capacity. A prioritised queue changes what an analyst gets through in a shift. The team stops emptying an inbox and starts with what carries the most weight.
What it takes to work
Transaction history with confirmed fraud labelled. Without that labelling there is nothing to learn against.
A definition of fraud for measurement purposes, agreed with Operational Risk.
Available latency in the transaction flow: how many milliseconds can be spent before responding.
A complaint and reversal path, with an owner and a deadline.
Explainability rules: what the customer is told when a transaction is blocked.
When it is not the right move
Where transaction volume is low, confirmed fraud history is thin, or labelling does not exist:
the model has nothing to learn from and well-maintained rules pay better. And where the real loss
is internal fraud or origination with forged documents, which is a different problem with
different controls — segregation of duties and identity verification — and is not solved by
scoring transactions.
Credit decisions get made with whatever information happened to be ready, and much of what would
help arrives late or goes unused. The familiar result is a model that approves the customer who
resembles the ones already approved, and that shuts out whole segments with no track record —
self-employed, informal, young companies — not because they repay badly, but because they do not
resemble the base it was trained on.
The solution
A scoring development and deployment platform wired into loan origination. Models are built on the history of decisions and how they performed afterwards, deployed as a decision service inside the origination flow, and return a score with the variables that explain it, which is what makes it defensible to a supervisor. It ships with the monitoring dashboard for population stability and vintage performance, which is what warns you when the model stops applying to the population actually arriving.
What it includes
A review of the variables that decide today and how much each one genuinely contributes.
Behavioural information the bank already owns: transactions, product usage, prior performance.
Segmentation by customer type instead of one model for the whole book.
Scoring with an explanation: which variables moved this decision and in which direction.
Vintage tracking: how approved business behaves over time.
Model documentation for the supervisor and for internal audit.
How it works
It starts from decisions already made and how they performed, which is the only honest material
for calibration. The contribution of each variable is separated out and the ones that merely echo
a previous decision are dropped. For segments with no bureau history the bank's own information
is used, and it is usually a better predictor than the absence of external data. Every decision
carries its explanation, because a model that cannot be explained cannot be defended to a
supervisor or to a customer who disputes it.
What improves, and how it is measured
Indicator
Definition
Baseline
Discriminatory power
How well the model separates good from bad payers
Closed twelve-month vintage
Stability
Population shift between development and current use
Quarterly comparison
Approval by segment
Approval rate broken out by customer type
Origination system
Early vintage arrears
Behaviour at 3 and 6 months of business approved under the model
Collections system
Stability is the one that warns in time. A model loses validity when the population arriving stops
resembling the one it was built on, and that happens through commercial or market shifts before
arrears show it. Watching performance alone means finding out late, because arrears confirm the
problem once the business is already on the books.
Business impact
Lending into underserved segments. The large opportunity in this region is not in sharpening approval for the already-banked customer. It is in being able to say yes, with judgement, to the applicant who is rejected today for lack of history.
Quality of new business. Visible in the vintage, not in the total balance. A growing book can be improving or deteriorating and the aggregate hides it for months.
Defensibility. A documented, explainable model with periodic review is a different conversation from a model that works and nobody can explain why it decides what it decides.
What it takes to work
A history of decisions with their subsequent performance, including rejected applications where any observation of them exists.
An agreed definition of bad payer that stays stable; change it midway and nothing is comparable.
Model governance: who approves, who reviews, and how often.
An explicit rule on variables that cannot be used, by regulation or by ethical decision.
The ability to execute the decision inside the origination flow, not in a separate report.
When it is not the right move
Where transaction volume is low: a committee with good judgement beats a model trained on few
cases, and the effort pays better organising the information the committee sees. And where
commercial policy changes every quarter, because the model is calibrated on a population that no
longer arrives and ends up defending itself at every review.
Onboarding is the customer's first real contact with the bank and it is usually the worst. They
hand over details and documents, then wait with no idea where things stand. Behind the scenes the
same field is keyed into three systems, identity verification depends on somebody opening a
portal, and the file gets completed by email. Abandonment at that stage never shows up as a loss
in any report, and it is the most expensive loss there is: a customer who had already decided.
The solution
Process orchestration combining robotic automation with verification services, on a workflow engine that sequences the steps and holds the state. It connects to identity verification sources, to restricted-list providers, and to the core banking system to write the customer and their products. Where a system exposes no services, the write is handled through interface automation. The status of the application is published to the relationship manager and to the customer from that same engine.
What it includes
Data captured once and propagated to every system that needs it.
Identity verification against the appropriate sources, with its record.
Restricted-list screening and due diligence proportionate to the customer's risk level.
A file built to what regulation requires, not to what each branch is used to.
Status visible to the customer and to the relationship manager at every point.
Complete evidence of what was verified, when, and with what result.
How it works
The process runs end to end and stops only where a person is genuinely needed: a list match, an
unreadable document, a policy exception. Everything else advances without intervention, including
the write into the core and the satellite systems, which is where the time goes today and where
the differences between systems get introduced. Each verification is recorded with its source and
date, which is exactly what a compliance review asks for and what is currently reconstructed by
hand when they do.
What improves, and how it is measured
Indicator
Definition
Baseline
Time to onboard
Hours between application and the customer being able to transact
Sample from the current month
Abandonment
Applications started that are never completed
Origination system
Complete on first pass
Onboardings with no further request to the customer
Requirements log
Exceptions
Cases needing human intervention, broken out by reason
Process log
Breaking exceptions out by reason is what turns measurement into improvement. If half the human
intervention comes from one type of unreadable document, that is a capture problem in the branch
and it gets fixed there, not by adding people to review. Without that breakdown all you know is
that exceptions exist, which is information you cannot act on.
Business impact
Conversion. Abandonment at onboarding is an already-convinced customer lost to delay. It is the largest impact and the least accounted for, because it appears not as a loss but as an application that was never closed.
Cost per onboarding. It falls once repeated keying and the chasing of documents by email disappear, which is where the relationship manager's time goes.
Compliance posture. Evidence accumulates continuously. A review stops being a two-week project to gather support and becomes a query.
What it takes to work
A written onboarding policy by risk level, stating what each level demands.
Access to identity verification sources and to the relevant screening lists.
Write capability into the core; with read access only, the benefit halves.
A due diligence standard agreed with the Compliance Officer, not proposed by the supplier.
Personal data handled under the applicable framework, with a defined and justified retention period.
When it is not the right move
While the bank is migrating its core: the work would be built against a system that is going
away and would have to be redone. And where onboarding volume is low and high value — private
banking, corporate — the process is deliberately conversational and the customer expects personal
attention rather than speed.
Close and regulatory reporting have fixed dates that do not move, so the team organises itself
around them even though the work is repetitive and well defined. Files get downloaded, cross-checked
in spreadsheets somebody has maintained for years, known differences get adjusted and the format
gets assembled. The risk is not only the time: it is that the procedure lives in the heads and on
the desktops of two people.
The solution
Scheduled process automation on an orchestrator, with connectors to the source systems and a rules engine for the reconciliations. It pulls or receives the inputs in their real format, applies the matching rules with their tolerances, classifies differences by cause and produces the file in the structure the supervisor requires. Every run is logged with its inputs and its result, which is what an audit asks for and what is currently answered from memory.
What it includes
Automatic collection of inputs from each source system, in the format they actually arrive in.
Matching against defined reconciliation rules, with explicit tolerances.
Classification of differences by cause, not merely a list of them.
Assembly of the file in the structure the supervisor requires.
A log of what ran, with which inputs, and with what result.
An alert when an input does not arrive or arrives outside the expected range.
How it works
The process runs in the window where inputs are available and leaves the report assembled with
its differences classified. What reconciles, reconciles; what does not appears grouped by likely
cause with its source reference, so the analyst resolves cases instead of hunting for them. The
run is recorded: what executed, against which files, at what time — which is the first thing an
audit asks for.
What improves, and how it is measured
Indicator
Definition
Baseline
Time to close
Working days between cut-off and the report ready for review
Last six closes
Automatic matching
Items matched without intervention over total items
Reconciliation process
Differences by cause
Distribution of differences by origin
Classification for the period
Rework
Reports corrected after submission
Submission log
The distribution of differences by cause is what directs the next piece of work. Pushing the
automatic matching rate up without looking at why the rest fails leads to automating the easy case
and leaving untouched the one that consumes the hours. Cause governs percentage.
Business impact
Key-person risk. The procedure stops living in two people and becomes written and executable. It is the benefit nobody puts in the business case and the one that gets appreciated when somebody resigns or falls ill in close week.
Review window. Bringing assembly forward gives days of analysis back. The difference between reviewing the report and barely managing to submit it decides whether close is used to decide anything.
Regulatory exposure. A report corrected after submission carries a regulatory and reputational cost. Reducing rework is worth more than the hours saved.
What it takes to work
The reconciliation rules written down, with their tolerances. If they live only in a spreadsheet, that is the first deliverable.
Programmatic access to the inputs; where a file is downloaded by hand from a portal, that part stays manual and it is better said at the outset.
A named owner per report for the exceptions.
Version control on the regulatory format and notice when the supervisor changes it.
A test environment with representative data, including the atypical closes.
When it is not the right move
When the regulatory format is about to change substantially or the bank is about to migrate its
accounting system: better to wait than to build against something that is leaving. And where
volume is small and close resolves in a day without incident, the effort pays better documenting
the procedure so it stops depending on one person.
A bank's demand is not flat and its infrastructure is. Payroll day, a tax deadline or a campaign
concentrate weeks of load into hours, and capacity is sized for that day. The rest of the year
pays for idle capacity. And when a new channel appears, the conversation starts with how much
hardware to buy and how long it takes — a months-long conversation for a commercial decision
measured in weeks.
The solution
A hybrid cloud architecture with elastic capacity for the peaking workloads and a dedicated connection back to what stays in the data centre. It covers the account and environment design with their guardrails, the network with its segmentation and encryption in transit, tagging for cost attribution from the first resource, and the scaling and shutdown policies. The core stays where it is until there is a business reason to move it.
What it includes
Identifying which workloads are elastic and which cannot move.
Designing capacity that follows the peak and is released afterwards.
Separated environments with their controls and their spending limits.
Connectivity to what stays in house, with its encryption and segmentation.
Cost attribution by service and by owner, from day one.
A rollback and continuity plan for every workload that moves.
How it works
Not everything moves, and the critical does not move first. It starts with workloads that have a
pronounced peak and low regulatory sensitivity — enquiry channels, campaigns, analytics — and
leaves the core where it is while there is no business reason to touch it. Cost attribution is
defined before the first resource is created, because tagging afterwards is a project in itself
and without it nobody can say what anything costs.
What improves, and how it is measured
Indicator
Definition
Baseline
Cost per transaction
Infrastructure cost over transactions in the period
Invoice and volume for the month
Idle capacity
Provisioned against used capacity, in the quiet window
Utilisation monitoring
Time to provision
Days between requesting an environment and receiving it
Request log
Availability at peak
Service level met on the highest-load days
Channel monitoring
Cost per transaction has to be reported in local currency and in dollars separately, with the rate
used written down. A month can rise in pesos and fall in consumption, and without that separation
the conversation becomes an argument about cloud when it is really about the exchange rate.
Business impact
Cost that follows demand. The peak stops being carried all year. The saving appears in the capacity that is released, not in the hourly rate, which is why it depends on switching off what is not in use.
Speed for the business. A new channel stops beginning with a purchase. The commercial decision and the technical one start moving on the same timescale.
Continuity. Redundancy across zones becomes a design decision rather than a second purchase of equipment, which changes the cost of having a real recovery plan.
What it takes to work
An inventory of workloads with their seasonality and criticality, built with the business areas.
Data residency and handling agreed with Compliance before anything moves.
A tagging and cost attribution scheme defined before the first resource.
Sufficient connectivity and network capacity back to what stays in house.
A spending owner per area who receives their number every month.
When it is not the right move
Where load is flat and predictable: with no peak there is no elasticity to exploit and the move
only changes who owns the same cost. And where the application cannot tolerate latency back to a
core that stays in house, in which case moving the presentation layer without moving the data
leaves the problem where it was and adds a network hop.
The question every audit asks — who can see what, and who saw it — gets answered by gathering
screenshots from several systems over two weeks. Meanwhile permissions accumulate: granted for a
project, a cover arrangement or an emergency, and never withdrawn, because withdrawing a permission
only generates complaints and never recognition. The result is an organisation where almost
everyone can do more than their role requires.
The solution
An identity and privileged access management platform integrated with the corporate directory and with the critical systems. It enforces a second factor on anything exposing customer data or movement of money, issues elevated privilege with an expiry and a recorded approval, and centralises the access log in a queryable repository. Recertification is published as a task to the line manager, with evidence of approval or removal.
What it includes
An inventory of access per person and per system, with its business justification.
A second factor over anything granting access to customer data or movement of money.
Elevated privilege only for a defined period and with a recorded approval.
A queryable access record, not an event archive nobody opens.
Periodic recertification where the manager confirms or removes, with a date.
Alerting on what does not fit: unusual hours, atypical volume, bulk queries.
How it works
It starts from the real inventory, which is almost always worse than expected. Each access is tied
to a role and each role to a business function, so the question stops being what permission this
person holds and becomes what this job needs to do. Elevated privilege is issued with an expiry.
Recertification becomes a short, periodic task for the direct manager rather than an annual
exercise signed without reading because it arrives with six hundred lines.
What improves, and how it is measured
Indicator
Definition
Baseline
Accounts with elevated privilege
Number of accounts holding administrative rights
Initial inventory
Orphaned access
Active accounts with no current holder or justification
Cross-check against payroll
Second-factor coverage
Critical systems with two-factor over total critical systems
System inventory
Time to answer an audit
Days to answer who accessed what in a period
Last review
Orphaned access is the best measure of process health, because it depends on no judgement — it is
a mechanical cross-check against payroll. If it rises, the leaver process is not working, and that
is known without arguing with anyone.
Business impact
Exposure surface. Fewer accounts with elevated privilege means less possible damage from a compromised credential, which is the most common route in and the cheapest for an attacker.
Cost of audit. Answering in hours instead of weeks frees the team and changes the tone of the review: the finding gets discussed, not the institution's ability to answer the question.
Evidence after an incident. If something happens, the difference between knowing what was touched and assuming it determines whether the incident is contained or declared in full out of caution.
What it takes to work
An inventory of critical systems agreed with the business, not only with technology.
A role-to-function matrix; without it, loose permissions get recertified and the exercise never converges.
A leaver process connected to access removal, with an owner.
A record retention period defined by what the supervisor requires.
Commitment from the first line: recertification is done by the manager, not by security.
When it is not the right move
Where the institution is small and the systems few, a well-run quarterly review pays better than a
platform. And where a directory or core migration is under way: better to order the destination
first, since otherwise the inventory is done twice and the second time against roles that do not
exist yet.
The banking workstation carries two demands that get in each other's way: it has to be comfortable
for someone serving customers and strict about the data they handle. The usual answer — owned
devices with control software layered on top — ages badly: the image differs between branches,
updating depends on somebody travelling, and customer data ends up resident on disks spread across
the branch network, which is exactly what nobody wants to explain after a theft.
The solution
Virtual desktop infrastructure delivered from the data centre, with images per profile and the data resident on the server rather than on the device. It covers the connection broker, the session and clipboard policies, publication of the branch applications with their teller and signature peripherals, and remote access under the same controls as inside the network. The user's device becomes a terminal.
What it includes
A desktop delivered from the data centre, identical across the whole network.
Data that does not sit on the device: work happens against the desktop, not inside the laptop.
Different profiles by role: teller, adviser, back office, contractor.
Provisioning and deprovisioning a workstation in minutes, with no technician travelling.
Session and access logging, with what the audit requires.
Operation from the branch and from outside under the same controls.
How it works
The desktop lives in the data centre and the user's device becomes a window. Opening an office,
covering a busy season or bringing on a contractor stops requiring purchase, imaging and travel: a
profile is assigned. When a device is lost or stolen, the data is not lost, because it was never
there. And updating stops being a per-branch campaign and becomes a change to the base image.
What improves, and how it is measured
Indicator
Definition
Baseline
Time to provision a workstation
Hours between the request and the user working
Request log
Data resident at the edge
Devices holding customer information locally
Inventory and sample review
Image uniformity
Workstations on the current configuration over the total
Management tooling
Incidents per workstation
Support tickets per user per month
Service desk
The first is what the business notices and the second is what matters when something goes wrong.
Both are worth measuring from the start: time to provision defends itself in the business case,
while data at the edge is what avoids the difficult conversation with the supervisor the day a
device goes missing.
Business impact
Openings and seasonality. Opening an office or reinforcing for a peak stops depending on device logistics. The commercial plan stops having technology on its critical path.
Data exposure. A lost device moves from being a personal data incident to being the loss of an asset. That is an enormous difference in obligations and in reputation.
Cost of running the network. Less technician travel and less divergence between branches. The saving shows up in recurring support rather than in the initial purchase, which is why it appears from the second year.
What it takes to work
Bandwidth and latency sufficient at each branch; without it the experience is worse than today and the project rejects itself.
An inventory of applications by role, including those depending on teller or signature peripherals.
A definition of what may be downloaded and to where, agreed with Compliance.
A contingency plan for a branch losing its link, with a defined degraded mode.
Support for users through the change; resistance here is real and predictable.
When it is not the right move
Where a branch has poor or intermittent connectivity: the model makes the operation worse and no
control compensates for a till that does not respond. And where the estate is small, homogeneous
and already well managed, the gain does not justify changing the operating and licensing model.
A bank's critical systems fail at night, at weekends and on payroll day. The operation is held
together by on-call rotas, by the knowledge of a few people, and by the customer's report, which
usually arrives before the monitoring does. Every incident gets resolved and almost none gets
investigated properly, because there is another one the next day — so the same cause produces the
same outage two months later.
The solution
A managed monitoring and operations service, with an observability platform that watches the business transaction end to end rather than only the infrastructure. It covers instrumentation of the critical flows, thresholds that follow the banking calendar, integration with the service desk for the incident lifecycle, and a root cause process with an owner and a date for anything that repeats.
What it includes
Monitoring of the business transaction, not only the server: if the payment does not go through, it matters little that the machine responds.
Coverage across the window the business needs, with defined escalation.
Thresholds by hour and by calendar: payroll day is not a Tuesday.
Root cause analysis for repeat incidents, with an action and an owner.
Preventive maintenance inside agreed windows.
A periodic report of what happened, what was fixed and what is outstanding.
How it works
It starts by defining which transactions cannot fail and monitoring those end to end, with
thresholds that change with the bank's calendar. Coverage spans the real business window and
escalates on a written rule rather than by the habit of calling whoever knows. Repeat incidents are
investigated to root cause, and that investigation has an owner and a date, because an incident
closed without a cause comes back — and comes back on the same day of the following month.
What improves, and how it is measured
Indicator
Definition
Baseline
Transaction availability
Service level met on the business operation, not on the server
Channel monitoring
Self-detection
Incidents detected by monitoring before the customer reports them
Service desk
Time to restore
Minutes between detection and service back to normal
Incident log
Repeat incidents
Incidents with a cause already seen in the quarter
Root cause classification
Self-detection is what changes the relationship with the business. Finding out from the customer
carries a cost that appears in no service level agreement and is paid in credibility. Repeat
incidents measure whether things are being resolved or merely put out: if the number does not
fall, the symptom is being treated well and the cause never is.
Business impact
Channel continuity. Fewer minutes down in the hours that matter. The value is not the monthly average but the behaviour on the busiest days, which is when an outage genuinely costs.
Knowledge that stays. The procedure stops living in two people. That is what makes taking leave safe and what holds the operation together when someone leaves.
Cost of interruption. Every minute of channel downtime on payroll day has a cost the bank can calculate from its own data. Doing that sum once orders the investment discussion better than any external benchmark.
What it takes to work
A definition of the critical transactions and their window, agreed with the business and signed.
Access to monitoring and to the systems, with permissions enough to act and not only to watch.
An escalation rule with current names and numbers, reviewed each quarter.
Maintenance windows agreed in advance with the commercial areas.
A commitment to address root causes, with time allocated; without it the report becomes a file.
When it is not the right move
Where the internal team already covers the window comfortably and knows the platform well: the
value there is in documenting and covering absences, not in outsourcing the operation. And where
the critical application is due to be replaced within months, better to sustain it with the minimum
and put the effort into the migration.
Every bank with years behind it carries the same accumulation: a core that works and almost nobody
fully understands, integrations built one on top of another, and a modern channel layer sitting on
rules that live in the old system. Every commercial initiative hits the same wall and the answer
becomes a large number and a long timeline. The modernisation conversation has been open for years
because nobody wants to be the one who touches the core.
The solution
An enterprise architecture consulting engagement using the TOGAF framework, delivering the map of the current state, the target architecture and a phased roadmap. It covers the survey of systems and integrations, the analysis of where each business rule lives, the options assessed with their cost and risk, and the governance model to hold the decisions. It is not a document: each phase is defined to deliver value on its own.
What it includes
A map of what exists: systems, integrations, and where each business rule lives.
Identification of what blocks and what is merely inconvenient.
Architecture options with their cost, timeline and risk, not a single recommendation.
A phased sequence, each phase with its own value and reversible.
A decision rule for buy, build, or leave alone.
Estimates in local currency with the exchange rate assumption written down.
How it works
The current state is surveyed by talking to the people who operate it, not only by reading
documentation that is almost always out of date. What prevents growth is separated from what is
simply old — they are not the same, and confusing them is what produces three-year programmes with
no deliveries. The roadmap is ordered so the first phase delivers something usable and so it is
possible to stop between phases without being left half-way, which is the condition these
programmes almost never meet.
What improves, and how it is measured
Indicator
Definition
Baseline
Time for a typical initiative
Weeks between the commercial request and production
Last ten initiatives
Blocking points
Initiatives stopped by the same technical constraint
Project portfolio
Cost of running the current estate
Annual spend on maintenance, licensing and support of the legacy
Current budget
Person dependency
Critical systems with a single person who understands them
Inventory with the team
The fourth usually decides the urgency and is the least measured. A system only one person
understands is an operational risk with a name attached, and it becomes visible the day that person
announces they are leaving. Better to survey it before the conversation is urgent.
Business impact
Commercial speed. The timeline for an initiative stops being set by the system. It is the impact the business perceives and the only one that sustains the budget for the next phase.
Opportunity cost. What was never launched because it could not be does not appear in any report. Naming it in the roadmap turns a technical annoyance into a figure the committee can discuss.
Concentrated risk. Reducing dependency on people and on unsupported components is the part of the work that excites nobody and prevents the incident that does arrive.
What it takes to work
Access to the people who operate the systems, not only to the area heads.
A willingness to document what exists, including what was not done well; without it the map is optimistic and so is the plan.
A sponsor with budget and with authority to stop initiatives that contradict the roadmap.
An explicit statement of what will not be touched in this cycle, and why.
An exchange rate assumption declared in every estimate carrying a dollar component.
When it is not the right move
While the institution is in the middle of a merger or a change of control: the target architecture
depends on decisions not yet taken and any roadmap gets rewritten. And where the real problem is
process or data governance rather than architecture, modernising the platform leaves untouched the
thing that hurts.
What to modernise first, using the bank's own figures
Technology investment gets approved on estimates, and the estimates are made from what each area
believes about the current state. Nobody is lying: nobody simply holds the whole picture, because
it is spread across operations, technology, risk and compliance. That is how projects get approved
that discover mid-execution that a prerequisite was missing, and the overrun gets explained as
unforeseen when it was observable from the start.
The solution
A structured assessment measuring the current state across process, data, platform, governance and capability, with the baseline taken from the bank's systems rather than from interviews. It delivers the opportunity map ordered by impact and effort, the prerequisites for each one, and the cost and return estimate using local costs and declared assumptions, including the exchange rate.
What it includes
Measurement of the current state on the dimensions that decide: process, data, platform, governance and capability.
A quantified baseline of the operation to be improved, taken from its own systems.
Identification of prerequisites: what has to exist before anything else works.
Opportunities ordered by what they save and by the effort they demand.
A cost and return estimate using local costs and declared assumptions.
What is not worth doing yet, with the reason.
How it works
Measurement comes before recommendation. The baseline comes out of the bank's systems — volumes,
cycle times, exception rates — and not from an interview, because the perceived duration of a
process rarely matches what the log shows. Each opportunity is then placed at the intersection of
impact and effort, and the ones depending on a prerequisite are marked as such. The deliverable
explicitly includes what we recommend not doing now, which tends to be the most useful part and the
part no supplier writes.
What improves, and how it is measured
Indicator
Definition
Baseline
Baseline per process
Volume, cycle time and exception rate of the process assessed
Bank systems, closed month
Prerequisites identified
Conditions that must be met before starting
Survey
Estimate variance
Difference between estimated and actual, measured at project close
Follow-up
Opportunities executed
Initiatives from the assessment that were actually carried out
At twelve months
The last one is deliberately uncomfortable. An assessment whose recommendations are not executed
was an expense, however good the document. Measuring it forces the recommendations to be executable
with the bank's real budget and capability, rather than a list of good practice.
Business impact
Decisions on evidence. The committee approves against the bank's own figures rather than against reference assumptions. It changes the quality of the discussion and who can hold it.
Overrun avoided. The prerequisites the assessment surfaces are the ones that normally surface mid-execution, once the contract is signed and the team assigned.
Investment sequencing. Knowing what not to do yet frees budget for what is ready, which is usually more than people expect.
What it takes to work
Read access to the systems the baseline comes from.
Availability of the people who operate the process, a few hours rather than a single meeting.
A prior definition of what decision will be made with the assessment; without it you measure too much and decide too little.
A willingness to receive the recommendation to wait, if that is what the data shows.
An owner for the twelve-month follow-up, to measure what was executed.
When it is not the right move
Where the decision is already made and what is wanted is a document to support it: the assessment
adds nothing and erodes everyone's confidence. And where the process is about to change for an
external reason — new regulation, a merger, a core replacement — better to measure after the
change, not before.
Anti-money-laundering work is experienced as a compliance burden rather than as a control that
works. The system generates name matches faster than the team can review them, most are dismissed
in seconds, and that dismissal rate is what dulls the edge: when almost everything is false, alerts
stop being read with attention. Meanwhile the activity that does matter looks like the activity
that does not, because the profile it is compared against belongs to the product rather than to the
customer.
The solution
A transaction monitoring engine with behavioural segmentation and case management, deployed over core and channel activity. It builds each customer's expected profile from their own history, evaluates activity against that profile rather than a general threshold, and publishes the case to the compliance officer with the signal that explains it. It integrates with restricted lists and with the customer file so the rationale and the outcome end up in the same place.
What it includes
Customer segmentation by actual behaviour and risk, not by product type.
Hard rules for what regulation demands explicitly, and behavioural profiling for the rest.
A case queue ordered by risk, carrying the signal that raised it.
A case file with its rationale and outcome, ready for the supervisor.
Suspicious activity reporting assembled from evidence already gathered.
Workload tracking: how many alerts are raised, how many closed, and on what grounds.
How it works
Each customer's profile is built from their own activity, so deviation is measured against what
that person or company normally does. The rules regulation requires stay as rules and are not
replaced by a model, because the supervisor asks about them. Every case arrives with the signal
that raised it and the customer history in front of the analyst, and the outcome is recorded --
which is what makes it possible to tell whether the control is working or merely producing work.
What improves, and how it is measured
Indicator
Definition
Baseline
Alerts per analyst
Alerts raised over analysts available in the period
Monitoring system, closed month
Dismissal rate
Alerts closed with no action over alerts raised
Case management
Time to close a case
Days between the alert and its documented decision
Case management
Segmentation coverage
Customers with a current behavioural profile over the total
Customer base
The dismissal rate deserves the most care and is the most misread. Driving it down is not the goal
in itself: a control that dismisses nothing is probably not looking hard enough. What matters is
that dismissal stops being mechanical, and that shows up in time to close -- when an analyst spends
minutes rather than seconds on a case, the review genuinely exists.
Business impact
A control you can defend. The conversation with the supervisor changes once every decision carries its recorded rationale and the segmentation can be explained. Penalties in this area are rarely for having no system; they are for being unable to explain the criteria.
Compliance team capacity. A prioritised queue makes it possible to genuinely review what carries weight. The team stops emptying an inbox and starts where the risk is.
Reputational risk. The cost of a money laundering case reaching the press does not compare with the fine. It is why this control gets funded even without a calculable return.
What it takes to work
Customer segmentation agreed with the Compliance Officer and documented, because it is the first thing audited.
Enough transaction history to build the profile; without it you start with rules and the profile follows.
Access to current restricted lists and to the customer file.
A written rule for when a case escalates to a report, and who signs it.
Real review capacity: raising more alerts than the team can work makes the position worse, not better.
When it is not the right move
Where the institution has not yet defined its customer segmentation: that is the prior work and no
tool resolves it. And where volume is low and the risk profile is homogeneous, a well-maintained
and regularly reviewed rule set complies and costs a fraction.
Instant payment schemes changed the bank's operating hours without changing reconciliation's. Money
moves at night, at weekends and on public holidays, and matching against the scheme still happens
when somebody reaches the office. In between sit refunds with a regulatory deadline, rejections
with no classified cause, and a customer who can see the debit and cannot see the credit.
The solution
Continuous-window reconciliation automation on an orchestrator, with connectors to the instant payments scheme, to the core and to the complaints system. It matches each movement against the scheme file at the frequency the scheme publishes, classifies rejections by cause, and triggers the refund inside the regulatory deadline without waiting for close. Every run is logged with its inputs, which is what the supervisor asks for when reviewing deadline compliance.
What it includes
Matching against the scheme file at the frequency the scheme publishes it.
Rejection classified by cause, with its source reference.
Automatic refund inside the deadline regulation sets, with its evidence.
An alert when a movement stays unmatched past the defined threshold.
A dashboard of open items by age and by cause.
A log of every run, with inputs and result.
How it works
The process runs in a continuous window rather than at close, because the refund deadline does not
wait for close. What matches, matches; what does not is classified by cause with its reference, so
the analyst resolves cases instead of hunting for them. The refunds regulation requires fire on
their own inside their window and leave evidence behind, which is exactly what gets reviewed when
the supervisor asks about compliance.
What improves, and how it is measured
Indicator
Definition
Baseline
Open items
Movements unmatched at end of day
Reconciliation system
Refund deadline compliance
Refunds inside the deadline over refunds due
Refund register
Rejection by cause
Distribution of rejections by origin
Classification for the period
Credit-not-visible complaints
Complaints raised for a payment not credited
Customer service
The last one translates the problem into the language of the business. Open items are a count of
transactions; credit-not-visible complaints are customers calling. Read together they show whether
reconciliation is solving the customer's problem or merely balancing the ledger.
Business impact
Deadline compliance. A refund outside the deadline carries direct regulatory consequence and is one of the few things that measures itself. Automating it is the cheap way to stop depending on somebody being in the office.
Customer experience. A payment that does not show as credited generates an immediate complaint and a call. It is the contact reason that grows fastest as instant payment volume rises.
Team workload. Instant payment reconciliation grows with volume, not with headcount. Unautomated, the team scales linearly against a business that grows faster.
What it takes to work
Access to the scheme's reconciliation file or service, with institutional credentials.
Matching rules and tolerances written down, including the window for each transaction type.
Write access to the core for the refund; with read access only the benefit halves.
The regulatory refund deadline stated and current, reviewed whenever the scheme changes it.
A named owner per payment scheme, because the rules change and somebody has to notice.
When it is not the right move
Where instant payment volume is still marginal and the daily close copes: better to wait and leave
reconciliation where it is. And where the scheme is about to change version or the bank is
migrating its core, the work would be done twice and the second time against rules not yet
published.
The control evidence exists, spread across systems and people, and gets gathered when somebody asks
for it. Two weeks of work before every review, done by staff who also have day jobs, to demonstrate
things that happened months ago. The uncomfortable part is not the effort: it is that in this mode
the institution never knows whether the control is working today, only whether it could be
demonstrated on the day it was asked about.
The solution
Evidence collection automated on an orchestrator, with connectors to the systems that produce it -- access, changes, reconciliations, approvals -- and a queryable repository with defined retention. It captures evidence at the moment the control executes, ties it to the control it supports, and makes it available by period and by owner, so answering the supervisor becomes a query rather than a project.
What it includes
An inventory of controls with the evidence supporting each one and where it is produced.
Automatic capture at the moment of the control, not at the moment of review.
A repository queryable by control, by period and by owner.
An alert when a control leaves no evidence in the expected period.
Retention aligned to what the supervisor requires, with its justification.
A response pack assembled for the routine request.
How it works
It starts from the control inventory and identifies where each control's evidence originates, which
almost always already exists and nobody collects. Capture happens when the control executes and
stays tied to it, so the question stops being where the support was filed and becomes which period
you want to see. Absence is recorded too: a control that stopped leaving evidence is a signal, and
today that only surfaces at review.
What improves, and how it is measured
Indicator
Definition
Baseline
Evidence coverage
Controls with automatic evidence over controls in the inventory
Control inventory
Time to answer a request
Days between the request and the pack delivered
Recent reviews
Controls with no evidence in period
Controls leaving no support in the expected window
Repository
Hours spent preparing reviews
Team hours in the period before each review
Team log
The third is what makes this a control rather than an archive. If a control stopped producing
evidence, either it stopped executing or somebody changed the process without saying so, and both
matter. Measuring only coverage and response time describes a well-ordered archive; measuring
absence describes whether the control is alive.
Business impact
Cost of each review. The weeks before a review are qualified staff spent searching. Recovering them is the benefit that can be calculated, and it usually covers the work.
Posture with the supervisor. Answering with continuous evidence changes the tone: the finding gets discussed rather than the institution's ability to support what it claims.
Early detection. A control that stops producing evidence is caught in weeks rather than at the following review, by which point it has been dormant for months.
What it takes to work
A current control inventory agreed with Internal Audit; where none exists that is the first deliverable and it is not a small one.
Read access to the systems where the evidence originates.
Retention defined per evidence type, agreed with legal.
An owner per control, because absence has to be acted on and somebody has to receive it.
Agreement that evidence is captured where it is produced, not copied by hand into a parallel repository.
When it is not the right move
Where the control inventory does not exist or is out of date: automating the collection of evidence
nobody has mapped produces a large and unhelpful repository. And where the institution is small and
reviews are infrequent, ordering the procedure and assigning owners pays better than building the
automation.
Answers questions on enrolment, calendar, requirements and procedures from current regulations, citing the article and rule where it says so. Students stop walking to three offices for a question that already has a written answer, and everyone gets the same one.
The solution
Conversational AI agent wired into the academic system and the virtual campus. It answers on enrolment, timetable, grades and administrative steps with the student's own data in front of it, in the channel the student already writes in, and escalates when judgement is needed.
Prepares a first pass over repetitive submissions, groups common errors and flags those needing careful attention. The time recovered goes back to lesson preparation and tutoring, not to the weekend marking pile.
The solution
Marking support service built on the rubric the lecturer defines, integrated with the virtual campus. It proposes the feedback and flags what departs from the rubric; the grade stays with the lecturer and the review is recorded.
Cross-references attendance, submissions, interim grades and platform use to flag who is close to dropping out, with weeks to spare. Tutoring arrives while it still helps, and the institution stops learning about it once the withdrawal is formalised.
The solution
Modelling platform over attendance, interim grades, campus usage and administrative standing, returning dropout risk with the signals explaining it and publishing the prioritised list into student services rather than into a report.
Shows where failures concentrate and which subjects hold back a cohort, and anticipates demand by subject and time band to plan rooms, labs and staff. It avoids the overcrowded group and the empty room in the same slot.
The solution
Analytics platform over academic results and resource usage -- rooms, labs, faculty -- with a semantic model shared across schools, so planning happens on one definition of every indicator. It reports utilisation by room, lab and lecturer so planning stops being a negotiation.
Registration moves on its own: it validates prerequisites, places, grants and payments, and issues the signed certificate when due. It ends start-of-term queues and applications stalled for weeks over one field nobody chased.
The solution
Orchestration of the enrolment, payment and certificate cycle, with connectors into the academic system and the payment gateway. It runs end to end, keeps the status visible to the student, and stops only at the exception.
Takes applications and documentation, verifies what was submitted and ranks applicants against approved criteria; and prepares the credit decision with the applicable rule identified. It stops being decided differently depending on who reviews it.
The solution
Admissions and credit-transfer automation with document processing over the supporting files. It checks completeness against the programme's requirement and assembles the file for the committee, which decides on an ordered case.
Registration and exams concentrate a semester's load into days, and the rest of the year the infrastructure sits idle. Capacity follows that calendar and is handed back afterwards, without sizing the data centre for the busiest week.
The solution
Hybrid cloud architecture with elastic capacity for the enrolment period, which concentrates months of load into days, and a dedicated link to the academic systems that stay in the institution.
Access by role and a log of every consultation of records, grades and personal data, with the extra care information about minors requires. If an incident or a family complaint arrives, the trail already exists.
The solution
Identity management and access control over academic data, with reinforced handling of minors' data where it applies, a second factor on anything exposing personal data, and a queryable access record.
Desktops delivered and managed centrally for classrooms and labs, with the same software on all of them and no work left on the machine. Preparing a lab for a subject stops being an installation machine by machine.
The solution
Virtual desktop infrastructure for classrooms, labs and the teaching desk, with per-subject images delivered from the data centre instead of imaging machine by machine each term. It includes the image catalogue per subject and its refresh cycle between periods.
The virtual campus, the academic system and the library watched continuously, with incident handling and maintenance outside term. An outage during exam week is resolved before it becomes an academic incident.
The solution
Managed operations service over the teaching platforms, with observability of the service the student actually uses rather than only the server, and maintenance windows agreed against the academic calendar. It includes the contingency procedure for an outage during an assessment period.
We order which system is modernised, what is integrated and in what phases, aligned with the planning the institution has to justify. The output stands up to the board and to the relevant authority, with phases and cost.
The solution
Architecture consulting applied to the institution's strategic plan: how the academic system, the virtual campus and the administrative system integrate, and a phased roadmap aligned to the calendar. It includes the governance model and the standard for anything acquired from here on.
Whether the platform will hold through the next enrolment period
Enrolment concentrates months of load into days, and that is when the platform fails. We measure capacity, dependencies and single points of failure before the peak, and say what architecture solves and what only elastic capacity solves.
The solution
Cloud readiness assessment measuring capacity, dependencies and single points of failure ahead of the enrolment peak, separating what architecture solves from what only elastic capacity solves. It returns findings ordered by what breaks first under load, with the evidence.
Builds the timetable across curriculum, faculty availability and the capacity of rooms and labs. What now takes weeks of manual negotiation between faculties gets resolved against declared constraints.
The solution
Timetabling engine matching curriculum, faculty availability and the capacity of rooms and labs, against the constraints each school declares. It returns the schedule and recalculates when a constraint changes. It reports the constraints that could not be satisfied and what relaxing each would free.
Enrolment, retention and graduation reports are assembled from cut-offs that rarely agree between faculties. It automates the consolidation on a single definition and keeps traceability for every figure submitted.
The solution
Automation of reporting into the official information systems, on one definition of enrolment, retention and graduation across every school, with traceability for each figure submitted. It includes reconciliation between schools before the submission is consolidated.
Answers questions on procedure, safety and specification from the real documentation for each site, and works with intermittent connectivity or none. The technician stops calling the office to confirm something already written and waiting for a call back.
The solution
Conversational AI agent over technical documentation, the safety procedure and asset history, reachable from the field device even on intermittent connectivity. It answers with the current procedure and records the query.
Pulls from reports, permits and records the data needed to decide, and flags findings that repeat across sites and campaigns. What is read once and filed today starts feeding the maintenance decision.
The solution
Document processing engine over technical and inspection reports, extracting finding, severity and recommendation into a structure comparable across sites, and publishing them into the maintenance system rather than leaving them in a PDF.
Detects the change in behaviour that precedes a breakdown and gives enough notice to intervene in planned downtime with the spare on hand. Where unplanned downtime costs production, contract and safety, that notice is what you are buying.
The solution
Predictive maintenance platform over the critical asset's signal and its intervention history, integrated with the maintenance system, estimating the failure window and raising the work order early enough to schedule it.
Brings together production, availability and consumption by asset and field on a comparable basis, and tracks where energy is lost across the process. It shows which site performs below what its configuration allows, and what that gap costs.
The solution
Analytics platform over asset performance and energy consumption, with a semantic model shared across sites, separating loss driven by equipment condition from loss driven by how it is operated. It reports consumption per unit of output so the comparison between sites is fair.
Processes permits, checks that staff and contractor certifications are current and blocks the order if one is missing; then raises the order, reserves material and coordinates the shutdown window. Safety stops depending on someone checking a folder.
The solution
Orchestration of work permits and maintenance orders with connectors into the maintenance and safety systems. It checks the permit is valid before enabling the intervention and records every authorisation. It includes the escalation path when a permit expires with work still in progress.
Gathers the operating and emissions data each body requires, builds the report in its format and schedule and warns if a figure is missing or a deadline falls due. Every submission keeps its version and date, which is what an inspection reviews.
The solution
Regulatory and environmental reporting automation with field capture, range validation before consolidation, and assembly in the regulator's format, alerting when a reading does not arrive in its window. It includes the audit trail of who captured each reading and when it was validated.
Telemetry, history and predictive models grow faster than site infrastructure, and many fields cannot take more servers. Capacity expands where needed and is paid for as used, without deploying hardware in remote locations.
The solution
Hybrid architecture for operational data: local processing where latency and connectivity demand it, and elastic cloud capacity for history and analytics, with network separation preserved. It includes the rule for what data leaves the site and what has to stay local.
Separates and watches the industrial systems, governing who reaches them, from where and with what permission, without slowing the operation or requiring a stop to apply a change. It keeps an office-network incident from reaching physical operations and personnel safety.
The solution
Segmentation between the control network and the corporate one, with controlled contractor remote access, monitoring of traffic between zones, and the control asset inventory that usually does not exist. It includes the review cycle for contractor access and its expiry.
Technicians and engineers open the same desktop from the field, the base or home, with access to the systems and no data left on the device. In remote locations, managing the machine centrally stops requiring a trip.
The solution
Virtual desktop infrastructure for remote sites, designed for constrained links, with a defined degraded mode and no operational data resident on the field device. It includes session design for limited bandwidth and its on-site testing.
The systems that hold up the operation are watched continuously, with incident handling and maintenance in a window agreed with production. An outage is resolved before it becomes a shutdown, and a shutdown a contractual breach.
The solution
Managed continuous operations service over the critical infrastructure, with process observability, thresholds by shift and a contingency procedure agreed with operations rather than imposed. It includes defining the critical processes with operations and their real window.
We order what is modernised, what is integrated and in what phases, with cost and risk visible at each stage and continuity as the criterion. The output is a plan the committee can approve and that supports the case to head office.
The solution
Architecture consulting on integration between the operational systems, maintenance and corporate, with a phased roadmap that does not require stopping production. It includes the rule for what integrates and what stays isolated, with its technical justification.
We review the separation between the plant network and the corporate one, contractor remote access, and the evidence available to the regulator. It ends with findings ordered by risk and effort, obtained without stopping the operation.
The solution
Control systems exposure assessment reviewing network separation, contractor remote access and the evidence available to the regulator, obtained without stopping the operation. It returns findings ordered by risk and effort, each with its evidence.
Compares readings against expected consumption by point and profile to separate technical loss from what is not. Crews are dispatched to cases with evidence behind them, not to a full sweep of the circuit.
The solution
Analytics platform over metering against expected consumption by point and profile, separating technical loss from what is not, and publishing evidence-backed cases into the crew dispatch tool. It reports the recovered volume attributable to each dispatched case.
Environmental and operating measurements are reported on a fixed cadence in the regulator's own format. It automates capture from the field, range validation and assembly, with an alert when a reading does not arrive in time.
The solution
Environmental and operational reporting automation with field capture, range validation and assembly in the regulator's format, with traceability for every reading reported and an alert for missing data. It includes the escalation path when a mandatory reading is missing at cut-off.
Answers questions about procedures and rules by citing the provision that applies, its date and its current version. Officials stop searching through amended regulations, and the public gets the same answer at any desk.
The solution
Conversational AI agent over the entity's current regulation and procedures, returning the article reference behind every answer. The officer verifies the source instead of hunting for it, and anything the regulation does not settle is flagged as such.
Pulls from each application the data the procedure requires and flags what is missing or does not match the registers. Corrections are requested once and in full, rather than across three notices weeks apart.
The solution
Document processing engine over case files and applications, wired into the document manager. It classifies what arrives, extracts the data that moves the process, and checks completeness against the published requirement, flagging what is missing before admission.
Which procedures concentrate the load, at what point in the year and in which area. It allows capacity to be sized ahead of the predictable peak and shows which procedure is worth simplifying first, on evidence rather than instinct.
The solution
Analytics platform over demand for services by channel, territory and period, with a semantic model shared across departments, so staffing is sized on data rather than on perception. It reports demand by channel so the entity staffs the counter and the portal on evidence.
Measures the real delivery and reach of each programme — how many people and where — not just the budget committed. It gives management a basis to correct in time and to explain results to oversight bodies and the public.
The solution
Analytics platform over programme delivery, matching target, progress, population served and budget execution on a single definition, with the dashboard oversight requires and the one the programme manager actually needs.
The application moves with the statutory clock running, is validated against available registers, and is resolved or referred. The citizen sees its status without calling, and every action carries an owner, a date and a reason.
The solution
End-to-end process orchestration with robotic automation where systems expose no services. It sequences filing, verification, decision and notification, keeps the status visible to the citizen, and respects the deadlines regulation sets.
Checks against official sources what the citizen already declared to another agency, instead of asking for the paper again. Fewer documents and fewer journeys, with a recorded verification that supports the decision.
The solution
Automation of inter-agency verification with connectors into the available interoperability services. It queries the source rather than asking the citizen for the document again, and records what was queried and under what authorisation.
A call for applications, a filing deadline or a mass payment concentrate a month's demand into hours. Capacity expands for that day and is handed back afterwards, without buying servers that sit idle the rest of the year.
The solution
Hybrid cloud architecture for citizen-facing services, with elastic capacity for deadline days and a dedicated link to the core systems that stay inside the entity. It includes environment guardrails, spending limits and the data residency rule.
Access by role and by procedure, encryption, and a log of every consultation of a personal record. The agency can show who accessed it, when and why — the first question asked after an incident.
The solution
Identity management and access auditing over citizen data, with permission tied to role and to procedure, a second factor on anything exposing personal data, and a queryable record for the oversight body.
Desktops delivered and managed centrally, identical in the office and working from home, with no case file left on the machine. A transfer or a departure is actioned the same day.
The solution
Virtual desktop infrastructure for officers, with one image across every office, no citizen data resident on the device, and immediate provisioning and removal when the employment relationship changes. It includes the application inventory per role and the leaver process that removes access.
The systems that serve the public are watched continuously, with incident handling and maintenance planned outside service hours. An outage is resolved before it becomes a queue at the office.
The solution
Managed operations service over the essential services, with end-to-end observability of the procedure, thresholds on the deadline calendar and a contingency procedure agreed with the departments. It includes a periodic availability report per procedure for the responsible department.
We order the technology portfolio and the roadmap public regulation requires, aligned to reference frameworks. The output is a plan that stands up to an oversight body, with phases, cost and owners.
The solution
Enterprise architecture consulting applied to the entity's technology plan, with the current state map, the target architecture and a phased roadmap aligned to the budget cycle. It includes the governance model that holds the decisions between administrations.
Exposure of citizen-facing services, before the budget cycle
We measure the real exposure of online services, access to citizen data, and the evidence the oversight body requires. It ends with prioritised findings and with what can be justified in the next budget cycle.
The solution
Exposure assessment over online services and access to citizen data, with findings prioritised by risk and effort and what can be justified in the next budget cycle. It returns findings ordered by risk and effort, each with the evidence behind it.
From market study to contract closure, with the deadlines, publications and traceability the oversight body requires. Every step keeps its supporting document and its date, which is what gets asked for when the audit arrives.
The solution
End-to-end orchestration of the procurement process, with connectors into the contracting system and the document manager. It controls deadlines and publications, and ties every action to its supporting document and its date for audit.
Publishing what regulation requires, within its deadline and with the right data, stops depending on somebody remembering. Every publication keeps its supporting document and its date, ready for the oversight body.
The solution
Automation of mandatory publication with connectors into the source systems and the transparency portal. It publishes within the deadline and format regulation sets, and retains evidence of each publication with its date.
Compares the drawing against the specification and the previous revision, and flags where they stopped agreeing: a dimension that changed, a substituted material, a detail that vanished. What is currently found on site, once the material is ordered, shows up at review.
The solution
Document analysis engine over drawings and specifications, checking the specification against the project standard and flagging the inconsistency with the reference to the sheet and clause where it sits. It reports which discrepancies recur across projects, which points at the standard itself.
From a bid pack of hundreds of pages it pulls out deadlines, bonds, penalties, personnel requirements and payment terms, and marks whatever departs from what your firm usually accepts. Deciding whether to bid stops costing two days of reading.
The solution
Document processing engine over tender documents, extracting requirements, deadlines, bonds and evaluation criteria into a structure comparable across bids, and flagging the condition that departs from the usual. It produces the comparison across bids on one structure rather than one summary each.
Allocates materials, labour, plant and subcontracts down to line-item level against budget. It shows which items eat the margin while the project can still correct course: the difference between fixing it in month three and learning in month twelve.
The solution
Analytics platform matching budget, commitment and actual spend down to line item and project, on a single definition of cost across every job rather than one spreadsheet per site. It reports the deviation per line item while the work front can still absorb a change.
Compares each work front's actual output against plan and shows where delay accumulates and from what cause. It lets you move resources with judgment before the critical path shifts, rather than reacting once it has.
The solution
Analytics platform over planned against actual progress and productivity by crew and by work front, showing the deviation while it can still be corrected rather than at the monthly cut.
Gathers what was reported in the field, compares it against the programme and builds the report with variances calculated; and moves the change order along its route with a date and an owner at every step. That trail is what supports the claim when the variation is disputed.
The solution
Orchestration of site progress and change orders, with capture from the work front and connectors into the project ERP. It ties each progress claim to its support and its date, and controls approval inside defined limits.
Cross-checks certified progress, contract and retentions, builds the valuation and sets differences aside with their reason. Fewer month-end arguments and fewer payments delayed because a document did not arrive in time.
The solution
Automation of valuations and subcontractor payment, with completeness checking on the support before submission and reconciliation against certified progress, classifying the difference by cause. It tracks the state of each submission through to payment.
Every project opens and closes, and with it its need for systems, storage and access. Capacity expands when a project starts and is released when it closes, without buying infrastructure that sits idle between jobs.
The solution
Cloud architecture with capacity that stands up with the project and is released when it closes, with connectivity to the work front and a rule for which data persists once the project ends.
Access is granted per project and per role, so a subcontractor sees their own scope and not the whole folder. Every consultation and download is logged, which is what gets asked for when a design turns up where it should not have.
The solution
Identity management and access control over drawings and the project file, with permission tied to project and role, subcontractors included, and a record of every download. It includes the rule for what a subcontractor keeps once their scope closes.
The designer opens their desktop with design applications from the office or the site cabin, with no drawing left on the machine. On site, a laptop lost or broken stops taking the work with it.
The solution
Virtual desktop infrastructure for the technical office and the site, publishing the design applications at the performance they require without putting a workstation on every front. It includes sizing per application type and testing with the technical team.
The project ERP, the document manager and the scheduling tools watched continuously, with incident handling and planned maintenance. An outage in valuation week is resolved before it delays payment.
The solution
Managed operations service over the project systems, with observability of the service the site actually uses, cover across the construction working window, and a root cause cycle. It includes the contingency procedure for a work front losing connectivity.
We define what is modernised, what is integrated — estimating, programming, project accounting — and in what phases, with each stage's cost visible. The output is a plan by project and by year, not a purchase of disconnected tools.
The solution
Architecture consulting over the contractor's technology: how the ERP, the project system and the model talk to each other, which data is master of what, and a phased roadmap across projects.
Progress, cost by line item and change orders usually live in different spreadsheets per project. We measure what exists, at what quality, and how comparable it is across projects, before promising analytics or automation.
The solution
AI readiness assessment over site data: what exists, at what quality, and how comparable it is across projects, before promising analytics or automation over spreadsheets that differ by job. It returns what has to be standardised before any cross-project analysis is credible.
Cross-checks model disciplines before the clash reaches site, and ranks conflicts by what they cost to resolve in the field. The change gets decided in the technical office, not with the crew standing still.
The solution
Model coordination platform cross-checking the disciplines and detecting the clash before it reaches the front, ranking conflicts by what they would cost to resolve on site and publishing the decision to the technical office.
Certificates, valuations and the support for each line item have to stand up to the supervising engineer and to the client. The file assembles during the works rather than at the end, with every document tied to its progress and its date.
The solution
Site file automation with capture from the work front and connectors into the project ERP, assembling certificates, valuations and support during execution, each document tied to its progress and its date for the supervising engineer.
Understands what the customer is claiming, checks the shipment's real status in the operational systems and explains what happened, where it is and what will be done. Anything requiring action reaches the team with the case identified and the paperwork gathered.
The solution
Conversational AI agent wired into the transport management system and shipment tracking. It answers where the order is, why it was delayed and what happens next, with the operational data in front of it, and escalates to the coordinator when a commercial decision is needed.
Extracts the data from waybills, invoices, packing lists and customs documents, even when they arrive scanned, photographed or in a different format per customer. It ends the manual capture that delays clearance and causes most of the errors.
The solution
Document processing engine over waybills, manifests and transport documents, wired into the management system. It classifies what arrives from each carrier in their own format, extracts the fields that move the process, and flags what does not reconcile.
Orders routes and loads by demand, delivery windows, access restrictions and the fleet's real capacity — not by how it was done last month. Fewer empty kilometres and fewer deliveries outside their window because the route was built by hand.
The solution
Planning platform matching orders, delivery windows, fleet capacity and city restrictions. It returns the route and the assignment, and recalculates when an order changes or a vehicle fails. It reports the cost and service impact of each planning decision before it is committed.
Brings together consumption, transit and waiting times, incidents and compliance by vehicle, route, driver and customer. It shows which route or customer costs more than it contributes once waiting is counted — the conversation the average hides.
The solution
Analytics platform allocating fuel, maintenance, tolls and idle time down to trip and vehicle level, on a single definition of cost per kilometre and per delivery. It reports which routes and clients are profitable once every cost is allocated.
Generates and distributes the paperwork for each shipment to whoever needs it, and captures proof of delivery at the moment with its evidence. Invoicing stops waiting for someone to collect documents on Friday, and payment moves forward with it.
The solution
Document automation on an orchestrator, with connectors into the transport and warehouse systems. It assembles the shipping file and proof of delivery, checks completeness before sending, and keeps evidence with its date.
Prepares and files what each operation requires and warns before goods arrive unable to clear; and cross-checks what each carrier invoices against the service actually provided. Fewer containers sitting still and fewer batches approved unreviewed.
The solution
Automation of customs clearance and carrier reconciliation, with robots where the portal exposes no services. It matches the carrier invoice against the service actually performed and classifies the difference by cause.
Year-end, a campaign or a new corridor multiply tracking and transaction volume within weeks. Capacity follows that movement and is handed back afterwards, without carrying the peak's infrastructure the rest of the year.
The solution
Hybrid cloud architecture with elastic capacity for peak season and a dedicated link to the warehouse systems that stay on site, with scaling and shutdown policies and cost attribution per operation.
Protects the systems that hold up the operation and governs who reaches customer, shipment and route information, including partner and carrier access. An incident in the digital chain stops trucks just as a physical one does, with less warning.
The solution
Identity management and monitoring across the operation and supply chain systems, with third-party access control -- carriers, agents, customers -- and a queryable record of every look at shipment data.
Warehouse and office staff open the same managed desktop, with the operational systems and no data resident on the machine. Opening a centre or reinforcing a season stops depending on installing machine by machine.
The solution
Virtual desktop infrastructure for distribution centre and office, with profiles by role, publication of the warehouse applications with their peripherals, and a seasonal workstation provisioned without imaging. It includes the warehouse application inventory and its peripheral dependencies.
TMS, WMS and tracking watched continuously, with incident handling and maintenance in the low-activity window. An overnight outage is resolved before it becomes stopped trucks and missed delivery windows.
The solution
Managed continuous operations service over the logistics systems, with observability of the process -- receiving, picking, dispatch, tracking -- thresholds by time band and a root cause cycle for what repeats.
We set out how TMS, WMS and ERP integrate, which system is master for each piece of data and in what phases to advance. The output avoids the bespoke integration nobody later maintains, with cost and risk visible at each stage.
The solution
Architecture consulting on how the transport system, the warehouse system, the ERP and the customer portals connect, with a phased roadmap and the rule for which data is master of what.
Shipping documentation, carrier reconciliation and customs clearance compete for the same budget. We measure all three with their real volumes and exception rates, and say which one returns the investment soonest and why.
The solution
Automation assessment measuring volume, cycle time and exceptions across shipping documentation, reconciliation and customs clearance, returning which one pays back first using local costs. It returns the sequence with prerequisites and what is better left for later.
Brings position, documentary milestone and exception into a single view, and publishes it to the end customer. Answering where an order is stops meaning a call to the carrier and a wait for the reply.
The solution
Visibility platform bringing position, documentary milestone and exception into one view, with connectors into fleet telemetry and the transport system, published to the end customer without exposing the rest of the operation.
The import file and secure-operator requirements depend on documents arriving from third parties. It automates the completeness check and keeps the evidence with its date, which is what the authority asks for and what is gathered by hand today.
The solution
Automation of the customs and secure-operator compliance file, with completeness checking over documents arriving from third parties and evidence retained with its date. It tracks the expiry of every required certification.
Answers questions on procedure, parameters and safety from the real documentation for each line, at the level of whoever is asking and from a terminal beside the machine. The experienced shift's knowledge stops leaving with whoever retires or moves plant.
The solution
Conversational AI agent over technical documentation and intervention history, reachable from the plant workstation. It answers with the current procedure and with what has already been done to that machine, instead of sending someone to a manual or to the supervisor.
Reviews parts in line and flags the defect, its type and its position, with the image that supports it and the batch it belongs to. Inspection stops depending on how tired the shift is, and the record is there to answer a customer or challenge a supplier.
The solution
Vision system with inspection models trained on the line's own defects, integrated with quality control. It flags the suspect part in the moment and attaches the image to the batch, so a person makes the rejection call with the evidence in front of them.
Measures availability, performance and quality line by line and shift by shift, and shows where productive time is genuinely lost. It usually reveals the big loss is not the visible breakdown but micro-stoppages and changeovers nobody was counting.
The solution
Analytics platform over plant data, with a model separating availability, performance and quality on one definition across every line. It shows the real loss and its cause, not an aggregate that hides where the loss happens.
Allocates material, energy, labour, scrap and rework down to product and batch level. It shows which references leave a margin and which are carried by the family average — what standard costing stops seeing as soon as the mix changes.
The solution
Analytics platform allocating raw material, energy, labour and scrap down to batch and product level, matching plant data against the ERP on a single definition of cost. It reports margin per product line once scrap and energy are properly allocated.
Turns a material requirement into a request, approves it by value and approved supplier and follows it to receipt; and raises the maintenance order, assigns the technician and reserves the spare. Fewer stoppages caused by material nobody ordered in time.
The solution
Purchasing and work order automation on an orchestrator, with connectors into the ERP and the maintenance system. It raises the request inside approved limits, follows the supplier confirmation and escalates only the exception.
Gathers material certificates, process checks and batch records, and keeps them attached to what was produced and to the customer it shipped to. Answering an audit or bounding a recall goes from days of searching to a query lasting minutes.
The solution
Quality file automation with capture from the line and connectors into the ERP and the quality system. It assembles batch traceability during production, with each release tied to its owner and its result.
Sensors, process history and maintenance models generate more data than a plant server sustains. Capacity grows with volume and is paid for as used, without buying today the infrastructure of three years' time.
The solution
Hybrid architecture for plant data: on-site collection with local processing for what cannot tolerate latency, and elastic cloud capacity for history and analytics, with the separation between industrial and corporate networks preserved.
Protects industrial control systems, governs who reaches them and from where, and watches the traffic between both worlds without slowing the operation. It is what stops an office-network incident from halting production for days.
The solution
Segmentation between the industrial and corporate networks, with controlled remote access for contractors and monitoring of traffic between zones. It includes the control asset inventory, which is usually the first thing missing.
The engineer opens their desktop with design and process applications from the office or the floor, with no drawing left on the machine. A laptop lost on a customer visit stops being a leak of industrial property.
The solution
Virtual desktop infrastructure for engineering and plant, with profiles separating the office desk from the line, publication of the technical applications, and remote site access under the same controls. It includes the application inventory by role and its licensing implications.
ERP, MES and the systems that hold up the line watched continuously, with incident handling and maintenance in the shutdown window. An outage is resolved before it becomes a lost shift and a missed delivery commitment.
The solution
Managed continuous operations service over the production systems, with observability of the process rather than only the server, thresholds by shift, and a contingency procedure agreed with the plant. It includes the inventory of what is monitored and who owns each system.
We set out how ERP, MES and plant systems connect, what is master for each piece of data and in what phases to advance. The output avoids the bespoke integration nobody can later maintain, with each stage's cost visible.
The solution
Industrial architecture and integration consulting: how the plant system, the ERP and the maintenance system talk to each other, which data is master of what, and a phased roadmap that does not stop production.
Whether your plant data is good enough to decide on
We measure what data the plant produces today, in what format it arrives and how much is lost between the equipment and the report. It ends by saying what can already be measured, what needs instrumenting, and what is not worth connecting yet.
The solution
Data maturity assessment over plant data: what each machine produces today, in what format it arrives, and how much is lost between the equipment and the report, with the order of what is worth instrumenting first.
Anticipates failure of critical equipment from the signal it already emits and its intervention history. Maintenance moves from calendar to condition, and the stoppage is scheduled in a window production can absorb.
The solution
Predictive maintenance platform over the signal the equipment already emits and its intervention history, integrated with the maintenance system. It estimates the failure window and raises the work order early enough to schedule it where production can absorb it.
Combines firm orders, forecast and the real capacity of each line to decide what gets produced and when. Fewer last-minute changes on the floor and less finished stock nobody asked for.
The solution
Planning platform matching firm orders, forecast and real capacity per line, wired into the ERP. It returns the production schedule with its declared constraints and recalculates when an order arrives that changes the sequence.
Reconstructing what went into a batch, who released it and with what result stops being an archive exercise. The file assembles itself during production and is available when the customer, the auditor or a product recall asks for it.
The solution
Traceability file automation with line capture and connectors into the quality system and the ERP. It reconstructs what went into each batch, who released it and with what result, available when the customer, the auditor or a recall asks.
Understands what the customer is after even without the exact product name, shows alternatives actually in stock and settles questions of size, compatibility or delivery. Fewer baskets abandoned over an unanswered question, and fewer returns caused by the wrong choice.
The solution
Conversational AI agent on an agent platform, wired into the catalogue, per-store inventory and the order system. It understands intent even when the customer does not use the product name, checks real availability, and resolves size, compatibility and delivery window.
Generates consistent descriptions, attributes and search text for thousands of references from what the supplier sends, keeping the brand's tone. The team reviews and approves instead of writing each seasonal listing, which is where weeks currently go.
The solution
Catalogue content generation service connected to the product master and the asset manager. It produces descriptions, attributes and search copy from the supplier's sheet while holding the brand's voice, and leaves everything in review before publication.
Anticipates what will sell by store, reference and week using your own history and the factors that genuinely matter: season, promotion, weather, local calendar. Useful for buying and distributing ahead of time, not for reacting to an empty shelf.
The solution
Forecasting platform over your own sales history by store and SKU, with the variables that genuinely move it -- season, promotion, weather, local calendar. It publishes the forecast into purchasing and distribution rather than into a report.
Allocates margin, logistics cost, shrinkage and returns cost down to category and store level. It shows what sells heavily but leaves little once reverse logistics is taken out — the conversation aggregate margin hides across whole campaigns.
The solution
Analytics platform with a semantic model allocating margin, logistics cost, shrinkage and returns cost down to category and point of sale, on one definition of each concept across the whole chain.
Works out what to reorder, how much and when, from actual sales, supplier lead time, seasonality and shelf space, then raises the order within approved limits. Fewer stockouts on what sells and less capital tied up in what has not moved.
The solution
Replenishment automation with a rules engine over the ERP and the store system. It calculates what to replenish, how much and when, from real sales, supplier lead time, seasonality and shelf space, and raises the order inside approved limits.
Takes the request, checks policy and time limits, generates the label and follows through to the refund; and publishes new lines and price changes to store, web and marketplaces from one point. The price gaps that cause complaints at the till disappear.
The solution
Orchestration of the returns cycle and of price changes, with connectors into the ERP, the point of sale, the digital channel and the marketplaces. It validates against policy, generates the label, follows through to refund, and publishes price everywhere from one point.
A sales season or a launch concentrates months of traffic and transactions into days. Capacity follows that movement and is handed back afterwards, without carrying the biggest day's infrastructure for the rest of the year.
The solution
Hybrid cloud architecture with elastic capacity for campaign and peak, and a dedicated link to the ERP that stays in house. It includes scaling and shutdown policies, and cost attribution by channel from the first resource.
Looks after card and personal data in store, at the till and in the digital channel, with access control, segmentation and every consultation logged. The evidence a payment audit asks for is gathered continuously, not assembled at the last minute.
The solution
Identity management and network segmentation across the payment and store environment, with a queryable record of every access to card and customer data, aligned to what the payment audit requires.
Store and till devices are delivered and managed centrally, with the same configuration across the estate and no data resident on them. Opening a store or covering a peak season stops depending on a technician travelling.
The solution
Virtual desktop infrastructure for store and till, delivered from the data centre with one image across the network, no data resident on the device, and a point provisioned in minutes including its till peripherals.
Point of sale, inventory and the digital channel watched continuously, with incident handling and maintenance outside trading hours. A till outage on a Saturday is resolved before it becomes lost sales.
The solution
Managed operations service with observability over the business transaction -- till sale, digital order, inventory -- with thresholds on the commercial calendar, out-of-hours cover and a root cause cycle for what repeats.
We set out how store, web and marketplaces integrate, which system is master for each piece of data and in what phases to advance. The output is a plan that avoids the patch that later blocks growth, with each stage's cost visible.
The solution
Architecture consulting on the TOGAF framework applied to the omnichannel model: which system masters which data, how store, web and marketplaces integrate, and in which phases to advance without blocking growth.
Whether your sales and inventory data can carry a decision
Before forecasting demand you need to know whether inventory and per-store sales are reliable. We measure data quality, coverage and latency, and say which decisions it can already support and which it cannot yet.
The solution
Data maturity assessment measuring quality, coverage and latency of inventory and per-store sales data, returning which decisions it can already support and which it cannot yet. It reports which stores and categories are reliable enough to act on and which are not.
Builds the offer on what that customer actually buys rather than the segment they were assigned to. Promotions stop going out en masse and margin stops funding discounts for people who would have bought anyway.
The solution
Personalisation engine over your own purchase history, wired into the CRM and the contact channels. It builds the offer on what that customer actually buys and measures incremental effect, so margin stops funding discounts for people who would have bought anyway.
Issuance under DIAN or CFDI does not tolerate month-end rework, and the published price has to match in store, online and marketplace. It automates issuance, rejection and correction, with evidence of which price was in force and when.
The solution
Electronic invoicing automation under the tax authority's scheme, with connectors into the ERP and the point of sale. It handles issuance, rejection and correction in line, and keeps evidence of which price was in force and when.
Collects the symptoms, medication and history the patient reports and hands them to the clinician before the appointment. Whoever calls learns which service to attend without waiting on hold, and the consultation starts with the information organised rather than with ten minutes of basic history-taking.
The solution
Conversational AI agent that reaches the patient before the appointment through the channel they answer, on a voice and text agent platform. It connects through the clinical interoperability interface to scheduling and to the record to see which tests are still valid, and returns a structured summary to the clinician.
The clinician dictates and the note lands structured in the record, with diagnoses, instructions and medication in their fields. It recovers the time spent writing up after each patient, and no episode gets closed a week later from memory.
The solution
Speech recognition service with a clinical and specialty model, integrated with the record. It transcribes the dictation, structures it into the institution's note format, proposes the diagnostic coding and presents it for the clinician's review and signature.
How many patients pass through each service, how long they wait at each point, and where the bottleneck genuinely forms. It lets you move resources before the waiting room makes the point, and support an extra clinic, shift or theatre with figures.
The solution
Analytics platform over scheduling, admission and attendance records, with a semantic model defining wait, occupancy and duration the same way across every site, delivering actionable detail by time band, clinician and appointment type.
Brings together indicators by service and patient type: readmissions, complications, adherence and time to diagnosis. It gives the clinical committee a shared, comparable basis for reviewing practice instead of debating the case each person happens to remember.
The solution
Clinical rules engine over record and laboratory data, continuously evaluating the cohorts the medical team defines. It raises risk-prioritised contact tasks in the tool the programme team already uses, and records the contact and its outcome in the record.
Confirms through the channel the patient uses, rebooks when they give notice, and offers the freed slot to whoever is on the waiting list. The diary fills itself, and admissions stop spending the morning calling patients one by one.
The solution
Scheduling automation with a conversational agent for confirmation and rescheduling, wired by API into the scheduling system to read real availability and write changes, managing the waiting list by offering the released slot in order and with a deadline.
Builds the request with what each insurer demands, tracks it to the answer, then cross-checks what was invoiced against what they recognise. The team works on the differences, not the whole batch, and queries are answered with the support already gathered.
The solution
Automation of the authorisation and billing cycle, with document processing to assemble the support and robots to file into the portals of payers that expose no services. It checks completeness against that payer's current requirements before sending.
A vaccination campaign, a health emergency or month-end no longer require buying infrastructure sized for the year's peak. Capacity expands when it is needed and is handed back afterwards, so spend follows real demand.
The solution
Hybrid cloud architecture for the peaking workloads -- patient portal, teleconsultation, analytics -- with a dedicated link to the clinical systems that stay in the institution, and health data residency settled before the first resource.
Access is granted by role and by episode, so each clinician sees what they need to treat rather than the whole centre's history. Every consultation is logged: if a complaint or an inspection arrives, the trail already exists.
The solution
Identity management and access auditing over the clinical record, tying permission to role and to the current care relationship, with a second factor on anything exposing clinical data and a queryable access record including emergency access.
The clinician opens the same desktop from clinic, ward or on call, and no clinical data is stored on the machine itself. Lose a laptop and you lose the laptop, not your patients' histories.
The solution
Virtual clinical desktop delivered from the data centre, with a session that follows the clinician between devices and points of care, publishing the clinical applications with their peripherals and keeping clinical data on the server.
Admissions, the clinical record and the laboratory cannot wait until Monday. Continuous monitoring, incident handling and maintenance windows agreed with the clinical operation, so an outage is resolved before it reaches the ward.
The solution
Managed operations service with an observability platform watching the clinical process end to end -- admission, record, results, dispensing -- with thresholds by service and time band and a contingency procedure agreed with the clinical services.
We order what gets done first and with what budget: which system is modernised, which is integrated and which is left alone. The output is a phased plan the committee can approve and follow, not a wish list.
The solution
Architecture consulting on the TOGAF framework applied to the clinical setting, delivering the map of systems and integrations, the target architecture with clinical interoperability criteria, and a phased roadmap where each phase carries value.
We review system maturity, clinical data and team capability before budget is committed. It ends with the prerequisites that normally surface mid-execution brought to the front, and with a cost and return calculation in local currency.
The solution
Structured assessment measuring system maturity, clinical data and team capability before budget is committed, returning the prerequisites that normally surface mid-execution and a cost and return calculation in local currency.
Anticipates occupancy by unit using the demand already at the door and the likely discharge of those admitted. Coordination decides on a picture of the next few hours rather than of this morning.
The solution
Operational analytics platform over admission, inpatient and emergency data, with a model estimating occupancy by unit over the coming hours and the discharge probability of those already admitted, published as one shared view.
Interoperability and the record the regulator asks for
Clinical data has to leave in the standard the regulation requires and arrive complete to whoever asks for it. It automates the exchange and records what was shared, with whom, and under which patient authorisation.
The solution
Interoperability layer over the clinical record publishing and consuming data in the clinical exchange standard, with a consent register and a log of every exchange recording recipient, purpose and authorisation basis.
Takes the policyholder's account and the documentation supplied — photos, reports, estimates, police records — and assembles the file with the data the adjuster needs. Assessment starts from an organised case with the gaps already flagged, not a loose folder to read end to end.
The solution
Document processing engine with extraction models trained on first-notice-of-loss forms, wired into the claims system. It classifies the document, pulls the fields that open the case and publishes a structured notice; anything under the confidence threshold goes to review with the cropped image beside it.
Checks what happened against the cover, exclusions, excesses and limits of the specific policy, endorsements included, and flags the points calling for a human decision. It avoids the expensive error of settling under a general condition on a contract carrying negotiated terms.
The solution
Document analysis engine over policy wording, wired into the policy master. It locates the cover, the exclusions and the limits that apply to this specific case, and returns the clause reference behind each conclusion so the analyst verifies rather than searches.
Flags cases that depart from the usual pattern — frequency, amount, overlaps between parties, proximity to inception — and explains what the deviation consists of. Investigators spend their time on the ones that warrant it, instead of reviewing by sampling.
The solution
Detection engine combining rules with behavioural models over claims history, integrated with case management. It scores the notice with the signals explaining it -- frequency, network of parties, reporting pattern -- and routes to investigation with the file already assembled.
Allocates premiums, loss ratio, expenses and acquisition cost down to product, channel and intermediary level. It shows which lines carry the result and which are sold below cost — the conversation an aggregate technical result can hide for whole financial years.
The solution
Analytics platform with a semantic model defining premium, loss ratio and expense the same way across every line and channel. It allocates expense down to policy level and delivers the technical result dashboard by line, channel and intermediary.
The application is validated, rated against current rules and issued, with documents generated, signed and sent. Renewals prepare themselves and give notice ahead of expiry, so business stops being lost to a reminder nobody got round to sending.
The solution
Issuance automation on an orchestrator, with connectors into the policy master, the rating engine and the verification services. It issues, renews and endorses inside the defined underwriting limits, and escalates anything outside guidelines to an underwriter.
Each step — assessment, authorisation, repair, payment — moves with its deadline and its owner, and the policyholder is notified at the moments that matter. The team steps in where it has judgment to add, not to push a file that has sat for three days.
The solution
Claims orchestration with robotic automation on the steps that expose no services, and case management as the backbone. It sequences notice, adjustment, reserve, authorisation and payment, keeps the status visible to the policyholder and logs every action.
A catastrophic event multiplies notifications within hours, and a renewal campaign concentrates load into specific days. Capacity expands for that moment and is handed back afterwards, without sizing the whole estate for the worst day of the year.
The solution
Hybrid cloud architecture with elastic capacity for catastrophe and campaign peaks, and a dedicated link to the policy system that stays in house. It covers environment design with guardrails, cost attribution from the first resource and the rollback plan.
Access by role and by file, encryption and a log of every consultation, with the extra care the health data present in many claims requires. If a complaint or an inspection arrives, the evidence of who saw what and when is already gathered.
The solution
Identity and access management platform over policyholder data, integrated with the directory and with the policy and claims systems. It ties permission to role and line of business, enforces a second factor on anything exposing personal data, and centralises the access log.
The adjuster opens their desktop from the loss site and the agent from the office, with the same systems and no policyholder data left on the device. Onboarding or removing an intermediary is actioned the same day.
The solution
Virtual desktop infrastructure with separate profiles for agents, adjusters and external brokers, delivered from the data centre. Policyholder data never sits on the device, onboarding an intermediary needs no imaging, and external access carries the same controls.
Issue, collections and claims watched continuously, with incident handling and maintenance windows agreed in advance. An outage at month-end or mid-campaign is resolved before it reaches the intermediary and the policyholder.
The solution
Managed operations service with an observability platform watching the business transaction -- issuance, notice, payment -- rather than only the infrastructure. It includes thresholds on the line's calendar, service desk integration and the root cause cycle.
We order which system is modernised first, what is integrated and in what phases, with the cost and risk of each stage visible. The output is a plan the committee can approve and follow, not a statement of intent.
The solution
Enterprise architecture consulting on the TOGAF framework, delivering the current state map, the target architecture and a phased roadmap where each phase carries its own value, plus the governance model to hold decisions between cycles.
Which process in the line of business to automate first
We measure volume, cycle time and exception rate across issuance, claims and renewal using your own data. It ends by saying which of the three pays first, what each one demands, and which is better left alone for now.
The solution
Process automation assessment measuring volume, cycle time and exception rate across issuance, claims and renewal from the company's own data, returning the execution order with cost and return in local currency.
Assembles the risk file, extracts what determines the rate and checks it against the line's current appetite. The underwriter receives an assembled case with the out-of-guideline items flagged, and spends their judgement on the exception.
The solution
Underwriting decision engine with document processing over the risk file, wired into the rating engine and the appetite master. It extracts what drives the premium, checks it against the line's current guidelines and returns an assembled case with deviations flagged.
The policyholder documents the damage from their phone with step-by-step guidance, and the assessment arrives structured and comparable. The adjuster travels to what genuinely needs presence, not to confirm a dented panel.
The solution
Guided capture application on the policyholder's phone with image analysis, wired into the claims system. It directs the shots step by step, validates that the evidence is usable before closing, and delivers a structured, comparable assessment to the adjuster.
The technical close depends on matching policy, claim and premium against the same cut-off date. It automates the assembly and classifies differences by cause, so the actuary reviews the number rather than rebuilding it.
The solution
Technical close automation on an orchestrator, with connectors into the policy, claims and premium systems. It matches all three against the same cut-off date, classifies differences by cause and assembles the return in the supervisor's structure, logging every run.
Reads the whole contract and compares it against the model your firm uses. It flags the clauses that differ, the ones missing and the ones that depart from what you usually accept, pointing to the paragraph each sits in. You review what is flagged instead of reading it all again.
The solution
Contract analysis engine over the wording, with the firm's position configured as the standard. It flags the clause that departs from it, proposes the alternative drafting the house already uses, and leaves the decision to the lawyer with the article in view.
From a file of thousands of pages it pulls out the timeline, who is involved and the facts each position rests on. Useful for picking up a case that stalled months ago, or for a colleague to get up to speed without giving it a whole afternoon.
The solution
Summarisation service over long case files, integrated with the firm's document manager. It returns the summary with the folio reference behind every assertion, so the lawyer verifies rather than reading the whole file again.
Cross-references hours spent against what was billed, by type of matter and by client. It shows which work covers its cost and which runs longer than expected, so you can decide what is worth taking on and what should be quoted differently.
The solution
Analytics platform over hours, rate and outcome by matter type, on a shared semantic model, showing which work leaves margin and which is sustained by habit. It compares what was budgeted against what was actually spent on each matter.
How many matters each lawyer carries and which fall due soon, and what exposure the portfolio accumulates by clause type. It lets you assign with judgment and see where risk concentrates, rather than reviewing contract by contract.
The solution
Analytics platform over workload per lawyer, deadlines and the portfolio's contractual exposure, anticipating the workload peak before it becomes a deadline at risk. It alerts when a deadline enters the defined risk window.
The contract moves on its own: whoever needs it requests it through a form, it goes to whoever must review it depending on the amount, it is signed and filed with its expiry recorded. At any moment you know which step it is on and whose desk it is on.
The solution
Orchestration of the contract lifecycle with connectors into the document manager and electronic signature. It sequences request, drafting, review, negotiation and signature, with status visible to the internal client and traceability across versions.
Works out due dates using the rules your team defines and warns in advance; cross-checks parties against the portfolio before taking a matter; and assembles billing by matter from recorded time. Every check keeps its date.
The solution
Automation of deadline, conflict and billing control, with connectors into the firm's practice management system. It checks for conflicts before a matter is accepted and raises the deadline warning with the notice each jurisdiction requires.
The document archive and the review tools keep growing, and a law firm should not be running servers. Capacity expands when needed, and backup stops depending on someone verifying it every week.
The solution
Cloud architecture with elastic capacity and no server in the office, with encryption at rest and in transit and client data residency settled before the first resource. It includes the retention rule per matter type and what happens when an engagement ends.
Permissions are granted per person and per matter, not per folder, so each lawyer sees only what they are working on. Every consultation is logged with a date: if a client asks who accessed their information, the answer is on record.
The solution
Identity management with access tied to the matter and the assigned team rather than to the whole firm, with a queryable record of every look at a client document to uphold the duty of confidentiality.
The lawyer opens their desktop from the office, the court or home, with the same systems and no case file left on the laptop. A lost machine stops being a confidentiality breach and becomes just a lost machine.
The solution
Virtual desktop infrastructure for lawyers, with the case file never resident on the laptop, a session that follows between office, court and home, and inactivity lockout with fast resume. It includes court and remote working scenarios with constrained connectivity.
Document manager, matter system and email watched continuously, with incident handling and maintenance outside working hours. An outage on a filing deadline is resolved before it becomes a missed deadline.
The solution
Managed operations service over the firm's systems, with observability of the service the lawyer actually uses, cover across the window litigation demands, and a root cause cycle for what repeats.
We define what is modernised, what is integrated and in what phases, with each stage's cost visible and confidentiality as a design criterion. The output is a plan the partners can approve, not a purchase of disconnected tools.
The solution
Architecture consulting over the firm's technology: which system masters the case file, how practice management, documents and billing integrate, and in which phases to put it in order without stopping the practice.
We review how the firm's knowledge is organised, how searchable the case file actually is, and what client confidentiality demands. It ends by saying what can be used now and what should be put in order before touching a client document.
The solution
AI readiness assessment over the firm's knowledge: how it is organised, how searchable the case file actually is, and what the duty of confidentiality demands before touching a client document.
Makes what the firm has already written searchable: templates, opinions and its own precedents. The lawyer starts from what the house has already resolved instead of drafting from scratch what a colleague did two years ago.
The solution
Knowledge management platform with semantic search over the firm's own templates, opinions and precedents, with matter-level access control applied to the search itself, so nobody finds what they are not entitled to see.
Professional privilege is upheld by demonstrating who could see each file, not by asserting it. Access is tied to the matter and the assigned team, with a queryable record of every look at a client document.
The solution
Access control and audit platform over the case file, tying permission to the matter and the assigned team and keeping a queryable record of every access, which is how privilege is upheld when a request arrives.
Checks the state of the line, the equipment and the coverage while the subscriber explains the problem, and applies the remote fix where appropriate. Many faults close without a visit or escalation, and those that do not reach the technician already diagnosed.
The solution
Conversational AI agent with read access to the network management platform and the subscriber system. It runs the diagnostic tree -- link state, signal, provisioning -- fixes what can be fixed remotely, and only raises a truck roll when one is genuinely needed.
Contacts the subscriber with an outstanding bill through the channel where they answer, offers the options your policy allows and records the arrangement in the portfolio system. The agent steps in only where there is something real to negotiate.
The solution
Conversational collections agent on a voice and text platform, wired into billing and the SIP trunk. It offers the arrangements policy allows, records the commitment in billing, and hands over to a collector when the case leaves the script.
Identifies who is about to leave and for what specific reason — outages in their area, a bill increase, a competitor's offer — with weeks to act. Retention stops being a generic discount and starts addressing the cause that customer is experiencing.
The solution
Modelling platform over usage, incidents, billing and service contacts, deployed as a scoring service. It returns churn risk with the signals that explain it and publishes the prioritised list into the retention tool rather than into a report.
Cross-references network indicators with what the subscriber perceives and complains about, to find which area, element or time band sits behind the real dissatisfaction. It directs investment where it changes the experience, not where the indicator draws attention.
The solution
Analytics platform matching network measurement against reported experience and complaints, on a shared semantic model. It shows quality as the subscriber perceives it by area and service, not only the technical indicator of the element.
The request runs through validation, provisioning and activation without anyone pushing it, and the customer is notified when the service is ready. Manual configuration errors, the usual cause of rework and the second engineer visit, drop out of the process.
The solution
Orchestration of the activation and change cycle with robotic automation on the systems exposing no services, wired into the CRM, provisioning and billing. It runs end to end and stops only at the exception, with status visible to the customer.
Runs the exchanges with other operators within statutory deadlines and reviews the billing cycle before issue, spotting charges that do not match the plan. Penalties for missed deadlines and next month's disputes fall together.
The solution
Automation of number portability and the billing cycle on an orchestrator, with connectors into the operator platform and the portability scheme. It meets the deadlines regulation sets and leaves evidence at every milestone.
A launch, an event or a mass outage concentrate weeks of self-service and support traffic into hours. Capacity follows that movement and is handed back afterwards, without carrying the worst day's infrastructure all year.
The solution
Hybrid cloud architecture for the care, self-service and analytics platforms, with elastic capacity against traffic peaks and a dedicated link back to the network systems that stay in house. It includes scaling policies and cost attribution by platform from the first resource.
Continuous watch over the infrastructure and control over who reaches customer data, with every consultation logged and alerts on out-of-pattern access. If an incident or a regulator's request arrives, the evidence is already gathered.
The solution
Identity management and monitoring across network and subscriber systems, with segmentation between the management network and the corporate one, a second factor on anything exposing subscriber data, and a queryable access record.
The agent opens the same desktop on site or at home, with the operator's systems and no subscriber data left on the machine. In an operation with high turnover, provisioning and removing access in minutes stops being a problem.
The solution
Virtual desktop infrastructure for the contact centre and operations, with profiles by role, a session that follows the agent across shifts and desks, and no subscriber data resident on the device.
Provisioning, billing and support channels watched continuously, with incident handling and planned maintenance. An outage is resolved before it becomes a spike in calls and a trend on social media.
The solution
Managed operations service with observability over the operator's systems -- activation, billing, self-service -- with thresholds by time band, continuous cover and a root cause cycle for what repeats. It includes defining the critical transactions with the business and their real window.
We order what is modernised, what is integrated and in what phases, with the cost and risk of each stage visible. The output is a roadmap that supports the investment case rather than a list of disconnected projects.
The solution
Architecture consulting on the TOGAF framework across the operator stack: where each business rule lives, what integrates with what, and a phased roadmap where each phase carries value and stopping between them is possible.
Whether the operator is ready to put AI into customer care
We measure contact volume, first-contact resolution and subscriber data quality, which is what decides whether an automated agent resolves or merely deflects. It ends with the business case in local currency and what needs fixing first.
The solution
AI readiness assessment measuring contact volume, first-contact resolution and subscriber data quality, returning the business case in local currency along with what has to be fixed first. It reports the current baseline per contact reason before any tooling is chosen.
Detects the sector's own patterns: impersonation for a line swap, diverted traffic and atypical usage on new accounts. Each case arrives with the signal explaining it and the action it calls for.
The solution
Sector fraud detection engine over traffic and the line lifecycle, integrated with case management. It watches the patterns specific to telecoms -- impersonation for a line swap, diverted traffic, atypical usage on new accounts -- and routes with the explaining signal.
The quality indicators the regulator requires are assembled from network, billing and care data that live apart. It automates the matching and keeps traceability for every figure reported, which is what gets asked for when it is reviewed.
The solution
Regulatory reporting automation with connectors into the network platform, billing and customer care. It matches all three across the same window, assembles the indicator in the regulator's format and keeps traceability for every figure reported.
Each case links to the portfolio area that resolves it. Outcomes are described in verifiable terms: what stops happening and what decision can be made sooner. We do not publish percentages without a stated source.
