Sounds like you
“We have a slick demo, but it falls over the moment it hits real volume.”
“Engineering cannot get the prototype past the gap to production.”
“The board is asking when this AI pilot turns into revenue.”
“We are burning money on model calls and the economics do not work yet.”
The problem
The demo worked. Production is where it falls apart.
The prototype is brittle. Engineering cannot get it past the gap. The board is asking when revenue arrives. Pilots stall because the hard part was never the demo: it is reliability, evals, governance, and the cost engineering that makes the thing pay. I take agent work from where it is stuck to a real, defensible system in production, or tell you straight if it should not get built.
Who it is for
What you get
The engineering that turns a pilot into something you can rely on.
- Multi-agent orchestration. Agents that coordinate real work, not a single brittle prompt holding everything together.
- Industrial RAG. Knowledge-graph plus vector hybrid retrieval and semantic re-ranking, built for scale.
- Computer vision and n8n workflows. Pipelines that ingest, classify, and act on real documents and images.
- Reliability and evals. Regression harnesses and tracking so you know it works, and keeps working.
- Governance. Clear handoffs, audit trails, and a defensible posture for regulated work.
- Cost engineering. Caching and model selection that make the economics actually work.
Live today
This is running in production right now. A 49 to 55 workflow agent platform hitting 95%+ classification accuracy at 100K documents per day, with a 60%+ reduction in LLM cost. 50+ appraisers on the Appraisal Dream waitlist.
How it works
Scope the gap
A 30 minute call. What does the pilot do today, and what is keeping it from production.
Harden the core
Orchestration, retrieval, and the reliability work that the demo skipped.
Prove it with evals
Regression harnesses and accuracy, cost, and latency tracking, so it is defensible.
Go live and hand off
Into production with the docs and architecture your team can run without me.
Questions
How is this priced? +
Do you only do agents, or broader AI builds? +
Will my team be able to run it after you leave? +
How soon can you start? +
Tell me where the pilot is stuck.
A 30 minute call, no deck, no pitch. We scope what it takes to get your agents into production, or whether they should be.