Model Risk Management & Deterministic AI Compliance

Turn AI regulation into
executable compliance.

PEARL translates fragmented HKMA, SFC, PCPD, and IA requirements into tailored control baselines, supervisory audit dossiers, and continuous evidence packs — so regulated institutions can deploy AI with absolute defensibility.

Deterministic Control Compilation • Zero LLM Hallucinations • Audit-Ready from Day 1

Inspect Sample Dossiers
LATEST DISPATCH
Zero External Dependencies Air-Gapped & In-VPC Deployment Zero Client Data Retention Mutual NDA Protected
Supervisory Coverage: HKMA (SPM TM-E-1 / GenAI) SFC (Code & Schedule 7) PCPD (2024 AI Model) IA (GL20 / GL14)
✦ Architected by Former BISO (Fidelity International) & Big-4 AI Risk Advisory Practice Leaders

Trusted by Risk & Compliance Teams at

Tier-1 HK Investment Bank Global Asset Manager APAC Retail Bank
The Industry Dilemma

The Translation Gap in Regulated AI.

Regulation is drafted in legal prose, but financial institutions must operationalize it as precise engineering controls.

01 / The Alignment Gap

Compliance vs. Engineering

2LoD Compliance understands regulatory obligations but lacks technical architecture blueprints. Engineering understands models but cannot map legal circulars. The outcome: risk paralysis and multi-month delays.

02 / The Advisory Trap

Slow & Static Consulting

Traditional advisory firms require 6+ months and hundreds of thousands in billables to produce a point-in-time narrative report. The moment model hyperparameters or prompts drift, the audit baseline becomes obsolete.

03 / Generic Tooling

Empty GRC Platform Shells

Generic GRC tools offer workflow trackers but contain zero domain-specific AI logic for Hong Kong regulatory frameworks. They leave institutions asking: "Given our specific license and model topology, what exact controls must we deploy?"

Time-to-Production Deliverable
4 Weeks 6–12 mos advisory
Automated deterministic compilation vs manual narrative consulting cycles.
Advisory Cost Efficiency
70% Reduction $150k–$400k+ opex
Machine-verified baselines eliminate recurring narrative advisory retainers.
Supervisory Defensibility
Cryptographic Proof Subjective opinion
SHA-256 attested audit dossiers mapped directly to HKMA & SFC rules.
System Architecture

The Deterministic Policy Compiler.

How PEARL algorithmically translates Hong Kong financial circulars into machine-verifiable DevSecOps baselines without generative AI hallucinations.

01 / Foundation Matrix 1,000+ RULES

Continuous Regulatory Ontology.

Unlike LLMs that hallucinate legal text, PEARL executes deterministic graph evaluation against an atomized ontology of Hong Kong financial AI circulars.

HKMA SPM TM-E-1 & GenAI Sandbox VERIFIED
SFC Algo Execution & Sched 7 ENCODED
PCPD 2024 Ethical AI Model Standard ATOMIZED
IA Guideline on Enterprise Cyber (GL20) ACTIVE
Zero-Dependency Standard 100% Deterministic
02 / Dynamic Compilation RUNTIME ENGINE

Entity DNA to Engineering Controls.

Step 1: Entity DNA
License Scope
SFC Type 1/4/9, HKMA Authorized Banks, Insurers & MPF Trustees.
Step 2: Topology
Workload Context
Algo execution, automated wealth advising, customer GenAI LLMs.
Step 3: Baseline
Active Controls
Universal baseline + statutory supervisory overlays with negative proof.
Circular Clause Mapping Preview SHA-256 Attested
"AIs must ensure algorithmic systems are rigorously tested with clear circuit breakers..."
— HKMA SPM TM-E-1
CTRL-HKMA-ALG-001
Pre-Trade Autonomous Collar & Kill Switch
MANDATORY_BLOCKING • Jira Ready
Output Packaging Dual Executive PDF + DevSecOps JSON
Layer 2: Readiness Pack

Defense Dossier Generation.

Dual-track institutional deliverables: Executive Audit Dossiers for Board/Regulators + DevSecOps Jira matrices for Engineering.

Once your profile is compiled, PEARL produces an implementation-ready Defense Dossier customized to your regulatory licenses and AI technical stack.

Stop building governance from scratch. Arm your 2LoD Risk Committee with formal audit packs and your DevOps team with policy-as-code control tickets.

📄
SFC Asset Manager Baseline Pack
SFC Type 1, 4, 9 • Algorithmic Execution & Order Slicing
Inspect Pack →
📄
HKMA Authorized Bank Baseline Pack
Retail Banking • Customer GenAI Wealth Assistant
Inspect Pack →
DELIVERABLE_COMPILER // DUAL ARTIFACTS AUDIT VALIDATED
PDF Executive Supervisory Audit Memorandum
READY
JSON DevSecOps / Jira Policy-as-Code Tickets
READY
100% Verifiable Evidence Lineage SHA-256 Validated
Layer 3: Model Risk Lifecycle & Assurance

Continuous Governance & Audit Lineage.

From point-in-time compliance assessment to ongoing model lifecycle assurance.

01 / Dynamic Recalculation Delta Engine

Real-Time Regulatory Delta.

Every new circular issued by HKMA, SFC, or PCPD triggers an instantaneous recalculation against your active control baseline. Automatically identify coverage gaps before regulatory inquiries arrive.

Supervisory Horizon Zero-Lag Circular Sync
02 / Automated Lineage Version Diffs

Model Version Lineage.

PEARL tracks control diffs across AI model iterations, prompts, and pipeline topologies, generating an immutable audit trail for internal Model Risk Committees and external regulatory inspectors.

Governance Cadence 2LoD / MRC Audit Ready
03 / Cryptographic Proof SHA-256

Supervisory Attestation.

Every baseline deliverable carries a cryptographic SHA-256 integrity checksum. When supervisory authorities conduct an on-site review, you possess mathematical proof of deterministic governance compliance.

Integrity Standard Zero-Dependency Proof
AI LING Think Tank • Executive Dispatches

Frontier AI Governance &
Supervisory Intelligence

Deep-dive research whitepapers and executive audio briefings synthesized from live supervisory horizons, adversarial jailbreak benchmarks, and cross-border regulatory topologies. Authored daily for CROs, CISOs, and General Counsel.

Daily Executive Audio Briefings • In-Depth Research Papers •
Archival Briefings Register

From Regulatory Ambiguity to
Deterministic Governance.

The AI compliance infrastructure that makes rapid, defensible AI deployment possible for regulated financial institutions.

Inspect Sample Dossiers