Bringing Products to Market at the Speed of AI
Bringing Products to Market at the Speed of AI
We incubate, build, and launch our products in-house. Our mission is guided by the belief that the next paradigm of machine learning won't be defined by bigger, smarter models, but by mindfully orchestrated compute.
The real constraint in AI isn't models — it's compute. We build with that reality in mind, compressing 18-month builds into weeks.
Tokens and inference define what ships and what doesn't. We design around the real cost structure of AI — not around model hype.
Specialist models trained for narrow tasks outperform monolithic systems at a fraction of the cost. Smaller, faster, and deployable anywhere.
Local hardware, cloud VMs, and personal external devices — unified into a single pipeline. No single point of failure or cost dependency.
Personal external compute boxes are the next wave of consumer AI. On-device inference that eliminates cloud dependence.
AI should disappear into the tools creators already use. We bridge technical ML with the interfaces of non-technical professionals.
Startups built on third-party APIs inherit their margin pressure. We build systems that control their own compute from the ground up.