Full quality, fewer tokens.
We find what burns your team’s AI budget and fix it.
Let’s talkBook a direct call with the CEOWhere every token goes: by model, team, and use case.
Budgets and limits per team. No end-of-month surprises.
Right-size models, tighten prompts, cut context. Evals keep quality in check.
Explore our research on AI agents, benchmarking, and evaluation
How I burned a full Claude limit in 30 minutes and built my own deep research pipeline instead: 3 subscriptions, shared memory, a clear role for each model. You can build the same from what you already pay for.
We ported the puzzle game Baba Is You to the Harbor framework, and benchmarked current models, including Claude, GPT, Gemini, GLM, and DeepSeek. A human Twitch streamer is 4x faster than Claude Fable 5.
Tokenflation: simple tasks consuming ever more context, reasoning, and tool calls without more useful output. We benchmarked 14 models; one answered “Hi” with 33 tool calls and an unsolicited commit.