WHERE MARGIN LEAKS

04 places to look
01Onboarding and KYCDocuments read by people, queues that grow at month end, and a customer experience measured in weeks.
02Exception handlingThe cases that fall out of straight-through processing, worked in inboxes, with no measure of how many there are.
03Controls and evidenceAssurance rebuilt by hand for every audit because the evidence was never a by-product of doing the work.
04Legacy interfacesCore systems reachable only in batch, quietly setting the pace for everything modernised around them.

WHAT WE DEPLOY

AI ENGINEERING

Extraction with a reviewed queue

Documents parsed and confidence scored, with everything below the line routed to a queue designed for the reviewer rather than the model.

DATA & DIGITAL

Lineage that satisfies assurance

Source system to submitted figure, visible to the people who have to sign it.

PROCESS TRANSFORMATION

Controls designed in week one

Model risk, access and retention treated as design inputs rather than a gate at the end.

A TYPICAL 14 WEEKS HERE

In the bank's own environment, with the second line involved from the first fortnight.

WEEK 01–02

In the operation

With reviewers and the first line, not only the transformation office.

WEEK 03–06

Prove inside the bank

Real documents, your environment, and a baseline drawn from current handling times and error rates.

WEEK 07–14

Through model risk

Documentation, validation support, staged rollout by segment, and a rollback that has been tested rather than described.

ONGOING

First line runs it

With monitoring the second line can read without asking us to explain it.

IN PRODUCTION

PLACEHOLDER — SWAP IN REAL ENGAGEMENTS
BFSI

Onboarding throughput, same headcount

Document extraction plus a reviewed exception queue, deployed inside the bank's own environment.

WHAT IT TOOK

[DURATION AND TEAM]

[PLACEHOLDER — CONFIRM ENGAGEMENT LENGTH, TEAM SHAPE AND CAPABILITIES INVOLVED]

WHO RUNS IT

[THE CLIENT'S TEAM]

[PLACEHOLDER — CONFIRM WHO OPERATES IT TODAY AND WHAT THE HANDOVER INCLUDED]

BRING THE QUEUE THAT NEVER CLEARS.

Exceptions are where the cost is, and where most automation programmes quietly stop.