I build AI systems. I run businesses on them.
AI compresses months of expert-level work into days. I built these systems for myself. Now I build them for clients.
What this looks like in practice:
ENGINEERING & R&D
From Zero to Validated Spec in 10 Days
A propane burner and subsystem spec for a commercial pizza oven. Validated through AI-driven CFD simulation. An industry expert said the CFD validation should take months. It took 10 days. No prior CFD experience. No outside engineering firm. No manual code.
OPERATIONS & MRP
A Product Business Running on AI
Materials planning, inventory management, and order fulfillment for a VW parts company that ships real product to real customers. The system handles procurement logic, stock tracking, and supplier coordination. It runs in production every day.
CUSTOM TOOLING
Built a Tool. Used It to Write This Strategy.
An open-source Chrome extension that runs structured debates between multiple AI models. One model challenges the other, concedes when proven wrong, and the process converges on pressure-tested conclusions. The strategy behind DeftX, including the copy on this page, was developed through it.
These businesses run on the AI systems I built for them. Consulting clients get my full attention. That's the whole point.
AIDIALECTIC: Structured Reasoning for Hard Problems
Most AI conversations are one-sided. You prompt, it answers, and nobody pushes back. AIDIALECTIC fixes that. It runs a structured dialectic between independent AI models. Each model is required to challenge the other's reasoning, concede points when the logic holds, and defend positions when it doesn't. The conversation converges on conclusions that have been stress-tested from multiple angles.
Free and open source.
Explore AIDIALECTICBring Me a Problem.
If your team is stuck waiting on specialized engineering, or you're losing weeks to processes that should take days, I can probably build a system to fix it. Faster than you expect.
Talk with Jim