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Case Studies

Four systems. Each one shipped,
running, and provably real.

Not concepts. Not proofs-of-concept. Production systems with real users, real data, and real architecture decisions to defend. Each case study explains the problem, the approach, and what the evidence actually shows.

97Tests passing across V2 suite
19MCP tools in production
4Live domains under management
T-V2 AI operating system: MCP gateway with 19 tools, encrypted credentials vault, and multi-agent coordination
Tech / Software AI Systems

AI Operating System

A personal AI operating layer running on a dedicated Windows machine with 19 MCP tools, DPAPI-encrypted credential vault, multi-AI coordination (Claude, GPT-4o, Gemini), and full audit trails. Not an experiment — a production system for a portfolio of businesses.

19 MCP tools 20+ encrypted secrets 4 AI models coordinated
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FocusGoods V2 e-commerce platform with PostgreSQL RLS, BullMQ job queue, rights screening, and canary deployment
Tech / Software Finance

FocusGoods V2

Production e-commerce platform (Stripe + Printify POD) rebuilt ground-up: PostgreSQL with row-level security, BullMQ job queue, AI rights screening with 18/18 passing, quality gate, canary traffic controller with 10% increments and atomic rollback. 97 tests. Real users, real orders.

97 tests passing 18/18 rights screening 10% canary increment
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Worthington AI content pipeline generating 3 SEO posts per day with web search topic research and editorial review queue
Marketing / Brand Product / UX

Worthington Content Pipeline

AI-assisted SEO content system for a landscape design business: OpenAI generates 3 posts per day on a schedule, posts enter a review queue with a 3-day hold, a human approves or provides feedback, and the system auto-publishes with image generation and a dynamic sitemap. Human taste as the gate; machine throughput as the engine.

3/day generated posts 3-day editorial hold Weekly web search research
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Clinical diagnostics commercial and IT leadership: NHS procurement, HL7 integration, digital pathology AI platform evaluation
Consulting Product / UX

Clinical Diagnostics Leadership

Head of Commercial & IT at a UK cellular pathology company. NHS procurement, HL7-native LIMS operations, digital pathology AI platform evaluation (Indica Labs HALO, Paige AI, Deciphex, 3DHISTECH, Leica Biosystems), ISO 15189-adjacent quality governance, and NGS pipeline context. High-stakes technology decisions with patient-level consequences.

NHS procurement HL7 integration 5 AI platforms evaluated
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Want to talk through the architecture?

Happy to walk through any of these systems in detail — the technical decisions, the trade-offs, what I'd do differently.