Independent, measured answers for running on open models: which model, at what price, hosted or self-hosted, and what changed overnight.
We help businesses run on open models with confidence: pick the right model for the job, pay the right price for it, decide what to self-host, and never get blindsided by a change in the ecosystem.
Which model fits your task mix, at what price, with the evidence shown. Built from a measured grid, not a vendor benchmark.
We run your own examples against the candidate models and score them the way you would, so the pick is tested on your work, not a public leaderboard.
The no-rude-shocks subscription. We tell you when your answer changes: price moved, a model was deprecated, a better model landed for your tasks.
We are onboarding a small number of teams before this opens up more widely. Tell us what you run and what you are deciding, and we will get back to you.