AI Governance: Building a Defensible Governance Framework — 22 Apr

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Core Platform

AI & Automation

AI proposes. Humans confirm. System records both. The foundational principle embedded into every module, every workflow, every decision on SustainGRC.

Not a bolt-on copilot. Not a chatbot overlay. AI is woven into the platform's data model — computing scores, generating findings, detecting gaps, and forecasting risk. Always transparent. Always overridable. Always audit-logged.

Document & Policy Vault
30+
Modules powered
100%
Override capability
Zero
Black-box decisions
7 years
Audit retention

The Three-Phase AI Governance Loop

Every AI-assisted workflow on the platform follows this pattern. No exceptions. No shortcuts.

AI Proposes

Build a living map of your entire supply network. Auto-classify suppliers by tier, criticality, spend, and geography — then overlay ESG risk signals from across the platform.

  • Regulatory Intelligence

    Scans 5 modules to compute readiness % per regulation

    Findings auto-generated: missing · partial · misaligned · outdated · configured

  • AI Governance

    Risk-tiers AI systems using transparent rule-based scoring

    35% use-case domain, 25% data sensitivity, 20% decision autonomy, 20% scale of impact

  • Data Quality

    Scores every metric on two axes (Emissions DQ × Denominator DQ)

    PCAF v2.0 aligned, weakest-link logic, per-holding decomposition

  • Third-Party Intelligence

    Forecasts 6–12 month risk trajectory across supplier portfolio

    Key drivers identified and ranked by impact

Agentic Capabilities

Autonomous agents that run continuously across your data estate — each one specialised, all of them governed by the same three-phase loop.

InsightLens

InsightLens

Natural language queries across all platform data. Ask 'What are my GCC compliance gaps?' — get answers grounded in your metrics with source citations.

Anomaly Detection

Anomaly Detection

Statistical agents identify outliers, sudden shifts, and unit mismatches across your metric estate. Alerts before errors propagate to disclosures.

Gap Detection

Gap Detection

Agents scan data sources against active frameworks, flagging missing metrics, stale records, and coverage blind spots. Auto-assigns remediation tasks.

Risk Forecasting

Risk Forecasting

Trajectory scoring across enterprise risk, supply chain, and third-party portfolios. 6-to-12-month forecasts with confidence levels and key drivers.

Framework Mapping

Framework Mapping

AI maps your data against 8+ frameworks simultaneously — GCC, GRI, ISSB, TCFD, SASB, CSRD, UNGC, TNFD. Collect once, report many.

Compliance Scanning

Compliance Scanning

Regulatory Intelligence agents inspect 8 platform modules to compute readiness per regulation. Findings generated automatically, overrides logged.

Trust Architecture

Enterprise AI in governance demands more than accuracy - it demands defensibility. Every design decision prioritises auditability.

1

No Black-Box Calculations

Every AI-computed score displays its formula, input values, and which regulation or methodology drove the result. Auditors can reconstruct any number independently.

2

Separation of Duties

No user creates and approves. Role-based permissions enforce four-eye principles across all state transitions. Time-bound evaluation periods with hard locks.

3

Evidence-Linked Decisions

Every score and decision links to its evidence. Evidence carries verification status: PENDING - VERIFIED - REJECTED. No floating assertions.

4

Immutable State Machine

All entities follow DRAFT - IN_REVIEW - APPROVED - LOCKED. LOCKED records cannot be modified. Override history preserved permanently.

AI Transparency Log

09:14:22Reg IntelligenceHigh

Computed CSRD readiness: 68%

09:14:23Reg IntelligenceHigh

Generated 4 findings for ESG Reporting module

09:31:05Data QualityMedium

Anomaly detected: Scope 1 emissions 1340% QoQ

10:02:18Sarah Mitchell

Override finding F-2026-041 - Not Applicable

Reason: Addressed via external audit

10:15:44TP IntelligenceHigh

Supplier risk trajectory: 58 - 64 (6-mo forecast)

10:16:01TP IntelligenceHigh

4 recommendations generated, routed to Risk team

11:42:30James Wilson

Approved assessment ASS-2026-012- LOCKED

Reason: Reviewed with audit partner

Append-only - Immutable - 7-year retention

Not Another AI Copilot

image Bolt-on AI Chatbots

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    Trained on public internet data

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    No source attribution or citations

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    Hallucination risk on every query

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    No audit trail of AI interactions

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    Same answer for every customer

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    Can't override or challenge AI output

image SustainGRC AI Engine

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    Queries YOUR governed data

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    Every claim cites specific records

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    Retrieval-only—no invented facts

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    Scoped by framework, period, domain

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    RBAC enforced responses