POC → production · advisory · early R&D
- AI / agents
- CV / OCR
- Devices & apps
- Weird R&D
- Advisory
Recently shipped
AssetTrax / Dataref — VP of AI. Brought prototype computer-vision and industrial-RAG systems into production — scalable, observable, ready for an enterprise to run. That's the deliverable here. Advisory available alongside.
Heads of AI / product / data · founders with a stuck POC · execs deciding whether to fund the bet.
Three reasons buyers land here. One: a POC stuck between demo and production — the prototype's brittle, engineering can't get past it, the board's asking when revenue arrives. Two: an AI bet you need a builder to validate before you commit the budget. Three: a "what if" sitting in a strategy deck that deserves a working prototype to prove or kill. I take any of those from where they are to a real, defensible system in production — or tell you straight if it shouldn't ship.
Most of this is agentic AI right now, but the lane is broader: devices, apps, edtech, marketing-as-public-art, anything early-web in spirit. Cut my teeth in advertising and marketing during the early web; I've been showing up to brand-new categories ever since.
- Industrial-grade RAG systems — Neo4j knowledge graph + pgvector / Pinecone, hybrid retrieval, semantic re-ranking
- Multi-agent orchestrators on GCP Cloud Run + Pub/Sub (or AWS Lambda + EventBridge / SQS)
- Automated research & lead-intel platforms in N8N — 49 workflows, self-evolving query engine, in production today
- Scalable computer-vision pipelines with regression test harnesses — YOLO, OpenCV, custom CNNs, edge deployment
- Document ingestion & classification at scale — Gemini, Claude, OpenAI; OCR + EXIF + WebP pipelines
- Cost-engineered LLM caching layers — 60%+ reduction observed in production
- USPAP-compliant valuation pipelines with hash-chained, court-ready evidence trails
- OpenTelemetry distributed tracing · circuit breakers · dead-letter queues · Terraform IaC
- Non-AI R&D — devices, apps, UX prototypes, ed-tech reinvention, marketing-as-public-art disruption work, anything early-web in spirit. POCs aren't an AI thing for me — they're a temperament.
- Advisory — scaling POCs to production, viability-of-concept reviews, team & hiring plans, vendor / model selection, eval-framework design, AI roadmaps for execs without a CTO yet. Right-sized for a single engagement or a standing monthly retainer.
Currently live: 18+ Cloud Run microservices · 95%+ classification accuracy at 100K docs/day · 49-workflow self-evolving lead-intel platform · 50+ appraisers on the Appraisal Dream waitlist.
For heads of AI, product, data, or engineering at insurers, banks, valuation firms, RIAs, and F500 business units. For founders with a POC that needs production hardening. For execs deciding whether to fund the AI bet — get a builder's read first.