Regulatory Compliance & Reporting Automation¶

Automated regulatory reporting, capital adequacy calculation, and compliance change management for banking.

Priority: P1 — High Value
Time to Value: 6-8 weeks
Category: Regulatory & Compliance

Business Problem¶

Banks operate under dense regulatory frameworks — Basel III/IV capital requirements, IFRS 9 provisioning standards, local central bank reporting mandates, and evolving conduct regulations. Compliance is expensive and error-prone:

Manual report assembly — regulatory returns require data aggregation from CBS, Loan systems, and treasury platforms, taking weeks per submission
Data reconciliation burden — numbers across source systems rarely match on first pass; finance teams spend days reconciling before every filing
Regulatory change lag — new circulars and amendments are published frequently; impact assessment is manual, slow, and inconsistent
Capital inefficiency — conservative assumptions in risk-weighted asset (RWA) calculations tie up more capital than necessary
Audit trail gaps — regulators increasingly demand end-to-end data lineage from source to reported number; manual processes cannot provide this
Penalty exposure — late or inaccurate filings result in regulatory fines and reputational damage

Capabilities¶

Basel III/IV Capital Adequacy Automation¶

Automated calculation of Common Equity Tier 1 (CET1), Tier 1, and Total Capital ratios. Risk-weighted asset (RWA) computation across credit risk (Standardized/IRB), market risk (FRTB), and operational risk.

IFRS 9 Provisioning Automation¶

End-to-end ECL provisioning pipeline: stage classification, PD/LGD/EAD model execution, forward-looking macro overlay, and provision number generation — integrated with the Credit Risk app's ECL engine.

Regulatory Return Generation¶

Automated population of regulatory return templates (CCAR, DFAST, local central bank returns) with data sourced from the ontology layer, including validation rules and submission-ready output.

Regulatory Change Intelligence¶

AI-powered monitoring of regulatory publications (central bank circulars, Basel Committee updates, IASB amendments). Automated impact assessment against the bank's current portfolio and systems.

Data Lineage & Audit Trail¶

Complete traceability from reported numbers back to source system records, transformation logic, and model parameters — enabling regulator and auditor self-service.

Data Sources & Ontology Mapping¶

flowchart LR
    subgraph Data Plane
        CBS["Core Banking System"]
        LOS_SYS["Loan Origination"]
        DMS["Document Management"]
        MKT["Market Data & News"]
    end

    subgraph Ontology Entities
        EXPOSURE["Exposures & Balances"]
        CAPITAL["Capital Components"]
        PROVISION["Provisions & ECL"]
        REGREQ["Regulatory Requirements"]
        MKTFACTORS["Market Risk Factors"]
    end

    subgraph AI Workflow
        RWA["RWA Calculator"]
        ECL_ENGINE["ECL Engine"]
        RETURN_GEN["Return Generator"]
        CHANGE_AI["Regulatory Change NLP"]
    end

    CBS --> EXPOSURE
    CBS --> CAPITAL
    LOS_SYS --> EXPOSURE
    LOS_SYS --> PROVISION
    DMS --> REGREQ
    MKT --> MKTFACTORS

    EXPOSURE --> RWA
    CAPITAL --> RWA
    MKTFACTORS --> RWA

    EXPOSURE --> ECL_ENGINE
    PROVISION --> ECL_ENGINE
    MKTFACTORS --> ECL_ENGINE

    RWA --> RETURN_GEN
    ECL_ENGINE --> RETURN_GEN
    REGREQ --> CHANGE_AI

Ontology Entity	Source System	Key Fields
Exposures & Balances	CBS + LOS	Account ID, Product, Outstanding, Limit, Risk Weight, Asset Class, Rating
Capital Components	Core Banking / GL	CET1, AT1, Tier 2, Deductions, Retained Earnings, Reserves
Provisions & ECL	Loan Origination + Credit Risk App	Stage, PD, LGD, EAD, ECL Amount, Macro Scenario, Model Version
Regulatory Requirements	Document Management (Circulars/Guidelines)	Regulation ID, Effective Date, Impacted Areas, Compliance Status
Market Risk Factors	Market Data (Bloomberg/Refinitiv)	Interest Rates, FX Rates, Equity Indices, Credit Spreads, Volatility

AI Workflow¶

Data Aggregation — Pull exposure data from CBS and LOS, capital positions from GL, market risk factors from Bloomberg/Refinitiv, and provision numbers from the Credit Risk app
Reconciliation Engine — Automated three-way reconciliation between CBS balances, LOS loan book, and GL positions; flag and route breaks for resolution
RWA Computation — Calculate risk-weighted assets per Basel III/IV rules: Standardized Approach for credit risk, FRTB for market risk, Basic Indicator/Standardized for operational risk
Capital Ratio Calculation — Compute CET1 ratio, Tier 1 ratio, and Total Capital ratio; compare against regulatory minimums and internal buffers
IFRS 9 Integration — Pull ECL numbers from the Credit Risk app; validate stage migration logic; generate provisioning impact on P&L and balance sheet
Return Population — Map calculated numbers to regulatory return templates; apply validation rules; generate submission-ready files
Regulatory Change Scan — LLM-based monitoring of regulatory publication feeds; extract key changes, affected regulations, and compliance deadlines; assess impact against current bank positions
Output — Regulatory dashboards for CFO/CRO; submission-ready returns for compliance; change impact reports for legal; full data lineage for auditors

Dashboard & Alerts¶

Key Metrics¶

KPI	Description	Target
CET1 Ratio	Common Equity Tier 1 / RWA	> 11% (regulatory min + buffer)
Total Capital Ratio	Total Capital / RWA	> 14%
Reporting Accuracy	% of regulatory returns submitted without restatement	100%
Filing Timeliness	% of returns filed before regulatory deadline	100%
Reconciliation Breaks	Number of unresolved data breaks at filing time	0 critical breaks
Regulatory Change Response	Days from circular publication to impact assessment completion	< 10 days

Alert Rules¶

Alert	Trigger	Severity	Action
Capital breach risk	CET1 ratio projected to fall within 50 bps of regulatory minimum	Critical	Escalate to ALCO; initiate capital conservation actions
Filing deadline approaching	Regulatory return due in 5 business days with unresolved reconciliation breaks	Critical	Escalate to CFO; mobilize reconciliation task force
Reconciliation break	Material difference (>$1M) between CBS and GL for any asset class	High	Route to finance operations for same-day resolution
Regulatory change detected	New circular published affecting capital/provisioning requirements	High	Notify compliance and risk teams; initiate impact assessment
RWA spike	RWA increases >5% month-over-month without corresponding asset growth	Medium	Investigate driver; assess if rating migrations or model changes

ROI Model¶

Metric	Before	After	Impact
Regulatory reporting effort	12 FTEs, 3 weeks per quarterly filing	4 FTEs, 4 days per quarterly filing	67% headcount savings, 81% time savings
Reconciliation effort	5 days per filing cycle	1 day (automated with exception routing)	80% time reduction
Regulatory fines (last 3 years)	$2.5M in penalties for late/inaccurate filings	$0 (target)	$2.5M risk elimination
Capital optimization	50 bps excess capital held due to conservative RWA estimates	20 bps excess	$15M capital freed (on $5B RWA)
Regulatory change response	45 days average impact assessment	8 days average	82% faster compliance

Estimated Annual ROI

$5M - $12M annually from labor savings, avoided penalties, capital optimization, and faster regulatory response — across a mid-size bank with $5B in risk-weighted assets.

Implementation Notes¶

Basel III/IV RWA calculation rules must be configured per the bank's regulatory jurisdiction; Standardized vs. IRB approach selection impacts data requirements
IFRS 9 ECL pipeline shares models with the Credit Risk & Early Warning app; deploy together for consistency
Regulatory return templates vary by jurisdiction; initial setup requires mapping to local central bank formats
Data lineage implementation requires tagging every transformation step with metadata; this is a foundational capability that benefits all downstream reporting
Regulatory change NLP monitoring requires feeds from relevant regulatory bodies (Basel Committee, local central bank, IASB, national legislation portals)

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