AI Product Engineer. Years of hands-on experience building production-grade AI products.
Multi-agent products built the whole way through: architecture, backend, frontend and deployment, not just a model wired into someone else’s app.
Work
Case studies from the Products I’ve shipped.
Capabilities
What these builds demonstrate, in practice.
AI & LLM systems
Multi-agent pipelines, RAG retrieval and evidence-grounded assistants, built with explicit guardrails and human review, not open-ended chat.
Workflow automation
Multi-role approval chains, state machines and escalation logic for processes that involve real money, real deadlines and real accountability.
Full-stack product engineering
Frontend, backend, data layer and deployment, owned end to end. Every build here is a complete application, not one layer of a bigger team's work.
Integrations
Xero, Jira, Salesforce, Fireflies, Google Calendar, Miro, Stripe and OpenAI/Claude, wired into real operational workflows, not demo stubs.
Dashboards & analytics
Executive and operational views that turn raw activity into a ranked, actionable picture: health scores, release risk, portfolio KPIs.
Document & data intelligence
OCR extraction, financial-statement parsing and confidence-scored field mapping, always paired with a human review step before data is trusted.
Role-based access & governance
Explicit approval authorities, audit trails and AI decision boundaries. Several builds document exactly what AI is not allowed to do.
Testing, security & quality
Test coverage, security review and performance benchmarking treated as part of the build. Several projects ship with documented coverage and security reports, not just as a demo.
Approach
How a project actually moves.
The same six stages, every time, so you always know what happens next and never wait months to see something real.
Listen
I interview stakeholders to find the real problem and the goals behind it, not just what's in the brief.
Research
I check what's realistic and how similar problems get solved, before committing.
Scope
I scope and estimate the build so you have a clear timeline before a single line of code is written.
Build
I ship working software early and often, never a months-long silence.
Iterate
I get builds in front of real users early, then refine flows and fold in real feedback.
Ship
I harden it and hand over production software, not a prototype to rebuild.