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AI in the compliance function

Not a chatbot.
A compliance operating model.

How a compliance team uses AI to build, test, enhance and operate its own function — with the firm's own context, inside the firm's own architecture.

James Lane · Reg Advantage Ltd · regadv.com
The starting position

Compliance teams spend their time assembling the picture

Where the hours go
—Rebuilding the same board pack every quarter
—Cross-referencing policies against controls by hand
—Reading everything the FCA publishes, in case
—Re-answering the same ODD questions in a new format
—Chasing evidence that testing actually happened
What gets deprioritised
→Strategic compliance review
→Surveillance calibration and tuning
→Monitoring and testing depth
→Genuine horizon scanning
→Being in the room for commercial decisions
Step one

Load the firm's actual context

Not generic regulatory knowledge — this firm's permissions, activities, policies, org structure and history.

compliance-ai — context load
Step two

Build, test, enhance, operate

The same four verbs a compliance officer already uses — now with the drafting and assembly burden removed.

compliance-ai — artefact generation
What comes out

Artefacts, not answers

01
Monitoring programme
Scoped to actual permissions and activities. Regenerates when the business changes.
02
Risk & control matrix
Risk, control, policy, regulation, activity and owner — relationships retained.
03
Surveillance models
Specified and calibrated against the firm's own order and trade data.
04
Policy library
Harmonised, de-duplicated, queryable by staff, updatable en masse.
05
Testing & evidence
Dynamic Q&A capture that writes results back against the control tested.
06
Regulatory horizon
Filtered to what touches this firm, with impact already assessed.
07
Training
Built around the firm's profile and each employee's actual role.
08
Reporting
Board packs, ODD responses, regulator replies — views of the same data.
The behavioural change

The team learns to work through the prompt

The long-term prize is not any single artefact. It is that the compliance team interacts with the AI the way they already interact with each other on Slack — capturing and updating their work as they go. Once that habit is established, agentic automation of procedures becomes the natural next step.

Build
Frameworks, policies, models and programmes generated from firm context
Operate
Daily running captured through the prompt rather than in parallel documents
Automate
Agentic processes take routine procedures off the team entirely
The distinction
I am not pitching to be a firm-wide AI consultant. I am a compliance officer — one who can use AI to unlock the improvements you have been imagining.

15 years across Linklaters, HSBC, Citadel Securities, IMC Trading and Engineers Gate. UK Head of Compliance by background, SMF 16 and SMF 17 approved.

Next step

A conversation about your compliance function

Thirty minutes to understand your current setup, your priorities, and where this would make the biggest difference. No obligation and no charge.

james.lane@regadv.com
+44 20 3567 1037
regadv.com

Reg Advantage Ltd · Registered in England & Wales, company no. 17304464 · 3rd Floor, 45 Albemarle Street, London W1S 4JL