Risk & Compliance · Use Case Hub

Automate Compliance Operations with AI.

How to automate compliance operations with AI across 16 industries with a scoped engagement page. Workflow design, AI agents, governance, and the KPIs (audit readiness, control failure rate, review cycle time, and remediation backlog) we report on weekly. Pick your industry below.

Projects from $15k · Refundable 7 days · Kickoff within 5 days

Primary outcome

turn regulatory work into a traceable operating system

What we ship

policy assistant, evidence tracker, control library, and review workflow

KPIs we report on

audit readiness, control failure rate, review cycle time, and remediation backlog

What "automating compliance operations with AI" actually means

Automating compliance operations with AI is not a single product you buy. It is a workflow you redesign around AI as the operating layer. The agent handles the high-volume, high-structure tasks. Humans handle edge cases, exceptions, and trust-sensitive decisions. The system is instrumented to measure audit readiness, control failure rate, review cycle time, and remediation backlog and improve weekly.

What changes by industry is the systems the agent integrates with, the data it retrieves over, the controls it operates under, and the KPIs it has to defend. The architecture is similar; the integration and the controls are different.

The architecture we use for AI compliance operations

  • Frontier LLM — Claude, GPT-4-class, or Gemini. We benchmark candidates on a labelled test set during Discovery.
  • Retrieval layer over your approved internal sources, with source citations on every output.
  • Tool use for reads and writes against your operational stack (CRM, ERP, ticketing, data warehouse).
  • Reviewer queue for low-confidence outputs. Confidence thresholds set per workflow.
  • Evaluation harness — labelled test set, weekly accuracy reports, regression alerts.
  • Versioned prompts and reviewer-action audit logs for traceability.

Pick your industry

16 industries with a scoped engagement page for compliance operations. Each is a dedicated build with industry-specific systems, controls, and pricing.

Commerce

Financial Services

Healthcare

Manufacturing and Mobility

Professional Services

Public and Social Impact

Public Sector

Real Assets

Technology

Frequently asked questions

How do you automate compliance operations with AI?+

We map your existing compliance operations workflow, identify high-volume and high-structure tasks, build an AI agent that handles those tasks, and route low-confidence cases to a human reviewer. The build connects to the systems your industry already runs on, runs against a labelled test set, and ships behind a reviewer queue before it sees production traffic. We measure audit readiness, control failure rate, review cycle time, and remediation backlog from day one and improve weekly.

What is the best AI agent for compliance operations?+

There is no single off-the-shelf "best" agent for compliance operations — the right architecture depends on the systems and data of your industry. We typically combine a frontier LLM (Claude, GPT-4-class, or Gemini) with a retrieval layer over your approved sources, tool-use for your stack, and a reviewer queue. We benchmark candidates against a labelled test set during Discovery and pick the model with the best accuracy/cost ratio.

What does AI compliance operations cost?+

Three phases, billed separately. Discovery sprint: $8k. Build engagement: $30k–$40k. Run retainer: $4k–$6k / mo. ~$52k–$90k typical year 1 (~80% take the run option, regulated workflows need ongoing controls). Pricing varies slightly by industry — see the industry-specific pages below.

How long does it take to deploy AI compliance operations?+

Thin-slice in production in ~6 weeks after Discovery, full Build phase over 8-12 weeks. By day 90, audit readiness, control failure rate, review cycle time, and remediation backlog is instrumented and you have a baseline against which to expand to adjacent workflows.

Which industries do you build AI compliance operations for?+

16 industries listed below have a scoped engagement page for compliance operations, each with industry-specific systems, controls, and KPIs. Common starting industries include Wealth Management, Healthcare Providers, Pharmaceuticals, Medical Devices, Biotechnology, and others. Don't see yours? We build for any sector — tell us about your workflow and we'll scope it.

What do we own, and what do you own?+

We own workflow design, prompts, retrieval architecture, evaluation harness, and weekly improvement. You own data access, policy, exception approval, and final commercial decisions. At the end of the engagement, every prompt, eval, and config is handed over — no lock-in.

Selected portfolio

Real builds tied to compliance operations

A rotating selection of engagements where compliance operations was a primary driver, drawn from our active portfolio. Sectors and scope are accurate; client identities are withheld under engagement NDAs.

Q3 2025

Radiology workflow application — case handling and reporting

Medical imaging operator · Europe

Application supporting radiology workflow: case intake, structured reporting, document handling, and quality-assurance loop. Designed for regulated medical-imaging context with audit trail and role-based access.

  • Web app + secure storage
  • Structured reporting
  • Audit-trail compliance

Q2 2026

Authenticated remote voting platform — AGM resolutions, audit trail, EN/AR bilingual

Mid-market property operator · GCC region

Purpose-built e-voting system: per-unit cryptographic authentication, AGM resolution console for admins, real-time tally, full per-vote audit log. Federated identity with the OA management platform so owners use one login. Bilingual EN/AR from day one.

  • Next.js + tRPC
  • Per-unit auth + audit trail
  • Bilingual EN/AR (next-intl)

Q2 2026

Internal staff portal — multi-association operations in role-based dashboards

Mid-market property operator · GCC region

Role-scoped portal for property managers, accountants, and maintenance staff. Reuses the OA data model from the management SaaS (zero duplication), adds multi-association switching, maintenance ticket lifecycle, financial reporting, and document storage tied to each association workspace.

  • Next.js + tRPC
  • NextAuth role-based access
  • Drizzle ORM shared schema

Client identities withheld under engagement NDAs. Sector, geography, and scope are accurate. Full case studies on request.

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Start an AI Compliance Operations engagement

Tell us about your workflow, the systems involved, and the KPI you want to move. We'll send a scoped statement of work within 5 business days.

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