Physical products.
Built with AI
that actually ships.
A two-person consultancy for small and startup technology companies building physical products — from first prototype through stable manufacturing, with practical AI built in at every stage.
30 years building physical products and running the floor that makes them
Comprehensive guidance from concept through stable production — embedded and application software included — plus warehouse and factory operations strategy, informed by AI tooling as it matures for the physical world.
AI that's actually wired into how you sell and run the business
Local AI instances implemented and integrated directly into marketing and sales workflows, built on experience connecting inventory, marketing tools, and payment systems into large-scale web deployments.
Marketing, rebuilt around AI
Helped a small business integrate AI tools directly into their marketing operations, replacing manual work with a workflow that runs itself.
Concept to shipped product — twice
Guided two startup companies through physical product development, from early concept decisions through a production-ready result.
Back on schedule, under budget
Brought a non-profit's stalled project back on schedule and delivered it at a reduced cost through hands-on operations management.
Small technology companies making something physical.
We work best with small and startup technology businesses building physical products — especially those with, or planning, their own manufacturing. If your product has hardware, embedded software, and a factory floor somewhere in its future, that's our client.
Tell us about your product