AI & Technology
Intelligence, with a human in the loop
I build AI systems that produce measurable business outcomes — agents that assist, systems that scale, and automation that always keeps a person in control of the decisions that matter.
What I build
Practical AI & systems work
Not a logo wall — the outcomes these systems produce.
AI-Agent Operations Stack
A self-hosted AI-agent system that runs above enterprise systems as an operations command centre — with human approval on every consequential action.
Outcome
Autonomous routine operations, human-controlled decisions.
Multi-Model Orchestration
A provider-independent layer routing between Claude, OpenAI and Gemini by accuracy, cost, latency and availability, with failover.
Outcome
Best model for each task; no single-vendor lock-in.
Enterprise Business Operating System
A Supabase-backed CRM/ERP + trade + finance + client-portal platform secured entirely by Row-Level Security.
Outcome
One system of record with a strict security boundary.
Educational AI (Physics Studio)
An AI physics tutor that teaches rather than answers, with every response routed through teacher review before it enters the public library.
Outcome
AI-assisted learning with a human educator in the loop.
Approval-Controlled Automation
Workflow automation where AI drafts and prepares, but a person approves — enquiry → structured CRM record → action.
Outcome
Speed of automation, safety of human judgement.
Analytics & Decision Support
Data pipelines and dashboards that turn operational data into management decisions.
Outcome
Evidence-based decisions, not gut feel.
How it works
Enquiry → AI draft → human approval → action
A simplified view of an approval-controlled AI workflow.
Enquiry
A business enquiry arrives.
AI drafts
An AI agent structures it into a CRM record and proposes next actions.
Human approves
A person reviews and approves any consequential action.
System acts
Data moves securely between systems; the action is logged.
Decision
Analytics turn the outcome into a management decision.
Exploring AI for your organisation?
From AI agents to CRM and automation — let’s talk about outcomes, not just tools.