Services
Services
Extract & Structuralize Institutional Logic
We extract structured decision logic from your firm's existing processes — underwriting policies, compliance gates, portfolio construction guidelines — and deliver it as clean, machine-readable rule frameworks.
What's included:
Structured interviewing with underwriting and compliance teams
Documentation of both formal rules and informal judgment criteria
Cross-referencing against IA and SFC regulatory guidance
Delivery formats for AI training, human review, and regulatory audit
Target client profile:
HK insurers and SFC-regulated asset managers with AI initiatives that need a structured rule foundation.
Extract & Structuralize Institutional Logic
We extract structured decision logic from your firm's existing processes — underwriting policies, compliance gates, portfolio construction guidelines — and deliver it as clean, machine-readable rule frameworks.
What's included:
Structured interviewing with underwriting and compliance teams
Documentation of both formal rules and informal judgment criteria
Cross-referencing against IA and SFC regulatory guidance
Delivery formats for AI training, human review, and regulatory audit
Target client profile:
HK insurers and SFC-regulated asset managers with AI initiatives that need a structured rule foundation.
Extract & Structuralize Institutional Logic
We extract structured decision logic from your firm's existing processes — underwriting policies, compliance gates, portfolio construction guidelines — and deliver it as clean, machine-readable rule frameworks.
What's included:
Structured interviewing with underwriting and compliance teams
Documentation of both formal rules and informal judgment criteria
Cross-referencing against IA and SFC regulatory guidance
Delivery formats for AI training, human review, and regulatory audit
Target client profile:
HK insurers and SFC-regulated asset managers with AI initiatives that need a structured rule foundation.
Deploy Governed Frontier AI
We connect your structured domain knowledge to your LLM — so the model understands your business, not just the world.
What's included:
Ontology mapping of your business domain
Integration design connecting structured rules to model input
Testing and validation framework
Documentation for ongoing model maintenance
Target client profile:
Firms running pilot AI projects that haven't delivered reliable outputs — because the underlying logic was never mapped.
Deploy Governed Frontier AI
We connect your structured domain knowledge to your LLM — so the model understands your business, not just the world.
What's included:
Ontology mapping of your business domain
Integration design connecting structured rules to model input
Testing and validation framework
Documentation for ongoing model maintenance
Target client profile:
Firms running pilot AI projects that haven't delivered reliable outputs — because the underlying logic was never mapped.
Deploy Governed Frontier AI
We connect your structured domain knowledge to your LLM — so the model understands your business, not just the world.
What's included:
Ontology mapping of your business domain
Integration design connecting structured rules to model input
Testing and validation framework
Documentation for ongoing model maintenance
Target client profile:
Firms running pilot AI projects that haven't delivered reliable outputs — because the underlying logic was never mapped.
Enforce Deterministic Execution
We design how AI systems read, apply, and escalate your firm's decision logic — end-to-end. Built for auditability.
What's included:
Decision flow design for AI-assisted processes
Audit trail and documentation structure
Escalation logic for edge cases
SFC/IA compliance documentation included
Target client profile:
Compliance and risk teams that need to explain AI-assisted decisions to regulators.
Enforce Deterministic Execution
We design how AI systems read, apply, and escalate your firm's decision logic — end-to-end. Built for auditability.
What's included:
Decision flow design for AI-assisted processes
Audit trail and documentation structure
Escalation logic for edge cases
SFC/IA compliance documentation included
Target client profile:
Compliance and risk teams that need to explain AI-assisted decisions to regulators.
Enforce Deterministic Execution
We design how AI systems read, apply, and escalate your firm's decision logic — end-to-end. Built for auditability.
What's included:
Decision flow design for AI-assisted processes
Audit trail and documentation structure
Escalation logic for edge cases
SFC/IA compliance documentation included
Target client profile:
Compliance and risk teams that need to explain AI-assisted decisions to regulators.
Pre-empt Regulatory Audits
Every engagement delivered with documentation ready for SFC, IA, or internal audit. No gaps, no surprises.
What's included:
Full rule mapping documentation
Cross-reference to applicable IA and SFC guidance
Audit trail for every decision made during the mapping process
Templates for ongoing rule maintenance
Pre-empt Regulatory Audits
Every engagement delivered with documentation ready for SFC, IA, or internal audit. No gaps, no surprises.
What's included:
Full rule mapping documentation
Cross-reference to applicable IA and SFC guidance
Audit trail for every decision made during the mapping process
Templates for ongoing rule maintenance
Pre-empt Regulatory Audits
Every engagement delivered with documentation ready for SFC, IA, or internal audit. No gaps, no surprises.
What's included:
Full rule mapping documentation
Cross-reference to applicable IA and SFC guidance
Audit trail for every decision made during the mapping process
Templates for ongoing rule maintenance
Take the 5-Minute Deterministic AI Readiness Audit. Uncover the structural vulnerabilities in your firm’s unmapped logic—before the HKMA or SFC does.
Take the 5-Minute Deterministic AI Readiness Audit. Uncover the structural vulnerabilities in your firm’s unmapped logic—before the HKMA or SFC does.
Take the 5-Minute Deterministic AI Readiness Audit. Uncover the structural vulnerabilities in your firm’s unmapped logic—before the HKMA or SFC does.
Ready to structure your decision logic?
Ready to structure your decision logic?
Ready to structure your decision logic?
Most AI projects stall not because of the technology — but because no one mapped the rules underneath.
Most AI projects stall not because of the technology — but because no one mapped the rules underneath.
Most AI projects stall not because of the technology — but because no one mapped the rules underneath.
We start with the logic. Everything else follows.
We start with the logic. Everything else follows.
We start with the logic. Everything else follows.