25 engineers ran a self-hosted open-weight model for one month, generating 13 billion tokens. But our trial continued running because people kept using it, unprompted.
Along the way, we uncovered real insights into owning our own AI infrastructure: cost, availability, model choice, data, and future capabilities, instead of depending entirely on external providers.