Blueprint Summary
- An agentic LLM module continuously monitors regulatory feeds — SEC, Fed, Basel, FINRA, state regulators — and maps new rules to your specific product portfolio and existing policies within hours, not weeks.
- The system identifies compliance gaps, scores their severity and timeline risk, and drafts remediation memos ready for legal review.
- Human-in-the-loop approval ensures your compliance and legal teams remain in authority — the agent eliminates the manual monitoring and first-draft burden that consumes 60%+ of a compliance team's time.
- Target KPIs: 70% reduction in manual monitoring time · Compliance gaps detected 3–4 weeks faster · 90% reduction in time to first impact assessment draft.
The Business Problem
Financial institutions don't fail compliance audits because they ignored the rules. They fail because the rules changed — and by the time the manual review process caught it, the exposure window had already opened. The SEC publishes new releases. Basel issues updated guidance. State regulators amend disclosure requirements. A Tier 1 bank's compliance team is tracking hundreds of regulatory bodies simultaneously, with teams that cannot physically read everything in time.
The gap isn't awareness — compliance teams are diligent. The gap is speed of impact assessment: the ability to read a 200-page SEC release, instantly know which of your 400 products are affected, identify which internal policies need updating, and have a draft remediation memo on the CCO's desk the same day — not three weeks later.
$270B+
Annual global spend on financial compliance — a figure that has grown each year since 2020 (Thomson Reuters, historical baseline)
3–4 wk
Average manual time to produce a regulatory impact assessment (industry estimate for financial services compliance workflows)
$6.6B
Total regulatory fines issued to US banks in 2023 — a frequently updated figure; used here as 2023 baseline (Fenergo)
System Architecture
Four distinct layers, each with a clear boundary of responsibility. Built to sit alongside your existing GRC platform — not replace it.
Execution & Compliance Dashboard
CCO Review Interface
Gap analysis, severity scoring, and draft remediation memos — all reviewed and approved before any policy is touched
GRC Integration
Write-back to ServiceNow, Archer, or MetricStream on approval — zero duplicate data entry
Impact Assessment Engine
Structured Compliance Mapping Model
Maps regulation → affected products → existing policy gaps → remediation priority. Scores by severity, revenue exposure, and days to effective date
AI / Processing Hub
The Reasoning CoreRegulatory Knowledge Base
Vector index of your existing policies, product terms, historical assessments, and prior regulatory decisions — enabling semantic gap detection
LLM Reasoning Agent
Reads new regulatory releases, extracts requirements, compares against your policy library, and drafts precise gap analysis with legal-grade citations
Data Ingestion
Structured Data
Internal product catalog · Existing policy library · Contract database · Compliance calendar · Prior audit findings
Regulatory Feeds
SEC EDGAR · Federal Register · FINRA Notices · Basel Committee · OCC Bulletins · State Regulatory Feeds · Legal News APIs
Example Agent Reasoning Chain
- Signal detected: SEC publishes Release No. 33-11275 — mandatory climate-related disclosure rule for registered entities, effective 18 months
- Context retrieval: Vector DB returns bank's current ESG disclosure policy (CP-2019-ESG), affected product catalog entries: 3 ESG mutual funds ($2.1B AUM), 47 green bond issuances, 12 climate-linked loan products
- LLM reasoning: "Rule requires Scope 3 emissions disclosure. Current policy CP-2019-ESG, sections 3.2 and 4.1, addresses Scope 1 and 2 only. Gap: Scope 3 calculation methodology undefined. Affected revenue exposure: $2.1B AUM + $840M in green bond commitments. Effective date: 18 months. Severity: HIGH. Remediation lead time required: est. 6 months for methodology development + legal review."
- Action generated: Draft amendment to CP-2019-ESG sections 3.2 and 4.1 prepared. Recommended legal review within 90 days to preserve 15-month remediation buffer before effective date. Estimated remediation effort: 40 hours. Fine exposure if unaddressed: up to $25M under SEC enforcement precedent.
- Human approval: CCO reviews draft amendment and impact memo, approves → policy management system updated, compliance calendar task created automatically
Key Capabilities
Multi-Regulator Coverage
Monitors SEC, Federal Reserve, FINRA, OCC, CFPB, Basel Committee, and state-level regulators simultaneously — coverage no team can replicate manually at this breadth and speed.
Policy-to-Product Gap Detection
The agent doesn't just summarize a new rule — it cross-references your actual product catalog and existing policy library to identify the precise sections that need updating and the revenue under exposure.
Legal-Grade Draft Output
Remediation memos include precise regulatory citations, affected policy section references, and suggested amendment language — not a summary for a human to re-research, but a first draft a lawyer can edit directly.
Full Audit Trail
Every assessment is logged: what rule was read, what products were flagged, what the reasoning was, who approved the remediation, and when. Regulators asking for evidence of proactive compliance monitoring get a complete record.
Target KPIs
KPIs are target benchmarks informed by comparable RegTech and agentic AI deployments in financial services. Actual results depend on regulatory volume, policy library completeness, and integration scope.
Target Organizations
Tier 1 & 2 Banks
Multi-product portfolios tracked across federal regulators (OCC, Fed, FDIC) and 50 state regulators simultaneously — the volume of rule changes alone exceeds what any compliance team can manually process.
Large Asset Managers
SEC-registered advisers with growing ESG disclosure mandates, Form ADV obligations, and custody rule complexity — where a single missed filing amendment can trigger investor notice requirements.
Insurance & Fintech
Multi-state licensees facing Department of Insurance rate-filing amendments and model law adoptions that vary by state — a signal scenario the agent handles the same way it handles federal releases.
How We'd Scope This Engagement
A typical proof-of-concept runs 4–6 weeks against a scoped set of your regulatory feeds and product portfolio. Here is what that looks like week by week.
Week 1–2
Regulatory Feed Inventory & Product Mapping
- Inventory your active regulatory feeds and identify monitoring gaps (SEC, Fed, FINRA, state regulators)
- Map your product portfolio to applicable regulatory frameworks — which products are exposed to which rule sets
- GRC platform access review and data model documentation
Deliverable
Regulatory coverage map, monitoring gap analysis, and product-rule exposure matrix
Week 3–4
Agent Build & Gap Analysis Validation
- Configure agent to monitor 2–3 priority regulatory feeds against your scoped product set
- Run gap analysis against a recent regulatory release your team already assessed — compare agent output to your analysts' findings
- Validate remediation memo draft pipeline against a known historical compliance gap
Deliverable
Agent running live on scoped feeds, generating gap analysis and memo drafts for CCO review
Week 5–6
CCO Review, GRC Integration & Handoff
- Compliance team review comparing agent output accuracy, memo quality, and response latency vs. manual process
- GRC platform integration and remediation workflow handoff (ServiceNow, Archer, or equivalent)
- Document agent decision logic and regulatory citation trail for legal and audit review
Deliverable
PoC sign-off package with full production rollout plan, compliance governance documentation, and decision rationale trail formatted for board and audit committee reporting
Apply This Blueprint to Your Compliance Program
This architecture integrates with your existing GRC platform and policy library. Sahaya delivers a working proof-of-concept in 4–6 weeks against a scoped set of your regulatory feeds.
No obligation · Executive briefing available on request