Answer engines for manufacturers
Library
Evidence over intuition
Frameworks, playbooks, and case notes from our AI consulting work.
Latest thinking
Article
One DXF file read four ways. Native geometry gets all 14 room areas with zero error. Gemini 3.8 Flash gets 12 of 14 within 2 percent from a PNG of...
Framework
Most AI projects don't fail because the technology doesn't work. They fail because the team can't prove it works. Here is our process.
Case Note
How a seemingly simple filter feature exposed a scaling problem early, and what the fix taught us about performance discipline.
Framework
A five-step framework for evaluating AI against business outcomes, user trust, and executive priorities instead of accuracy alone.
Article
Most businesses use AI like a calculator, asking a single question and accepting the first answer. This approach is a mistake for complex work. An AI’s true power is unlocked...