Work Writing About Contact

Work

Selected Projects

Production AI inside a global compliance product, an enterprise platform migration that held customer trust, and the architectural patterns I prove out before bringing them into regulated environments.

2026 · Active

Throughline

A graph database with explicit, named musical evidence on every connection: the architecture for steerable, explainable recommendations. Validated on music; portable to compliance, where regulations, substances, and enforcement actions have the same relational shape.

AIArchitectureGraph

2026 · Active

Privacy Proxy

An architectural pattern for running external AI models against sensitive data without the data ever leaving the trust boundary. Tested on personal finance; the same shape applies to medical, legal, HR, and regulatory workflows.

AISecurityArchitecture

2026 · Active

Global Enforcement Pipeline

An automated pipeline that normalizes environmental enforcement actions from 23 regulatory sources across 16 jurisdictions into a single queryable compliance dataset, with AI-imposed structure and a clean REST API.

AIComplianceArchitecture

2026 · In Use

PM Insights - Customer Intelligence System

An AI customer-intelligence system that queries 74,000+ recorded calls and 2.5 million transcript sentences. Changed how the product team prioritizes - from gut feel to a queryable source of truth.

AICustomer IntelligenceProduction

2025 · In Use

EHS Applicability Engine

A production AI system that replaces a manual auditor process. Takes a facility profile, runs 500+ screening questions in batch, returns structured applicability decisions with reasoning auditors can act on.

AIComplianceProduction

2024 · Shipped

NextGen Platform Migration

Half the enterprise customer base, off a legacy platform, onto a modern architecture, in a single year. The project that proved we could run a complex high-stakes delivery program without dropping things.

EnterprisePlatformMigration

Andrew Giffen

Product leader working at the intersection of AI and regulated industries.

andrew@giffen.me LinkedIn

Location

Toronto, Canada

Current Role

Director of Product Management

Focus Areas

AI Products · RegTech · Vertical SaaS

© 2026 Andrew Giffen.

Work About Writing