Experiential Labs
Research
Backed by Y Combinator
206

Specialized models.
Frontier quality, half the cost.

We continuously train on production traces you already log, and serve you a model endpoint specific to your agent.

Every agent needs a model.

Onethatlearnsfromitsexperience.
Optimize for what matters
Your traces

Hook up Arize, Braintrust, LangChain, or your database.

Simulation

A digital twin of production, built from your traces.

Training

Your model improves against the simulation.

Your specialized modelv47 · retrained 2h ago
OpenAI-compatible APILive
POST /v1/chat/completions
Routingper-request
Share of the last 1k requests
Fable34%
GPT-5.521%
Haiku15%
GLM-5.212%
DeepSeek-V410%
Qwen-27B8%

Each request routes to the cheapest model that clears your quality bar. The mix shifts as your model learns.

Trainingcontinuous
Distillation
Kimi K3Frontier model
Qwen-27BSLM
Reinforcement learning
“Find the cheapest NYC to SFO fare next week”

Booked $214 nonstop, confirmation sent

+0.62higher scored

Quoted $312 with a layover, no booking

−1.38lower scored
Supervised fine-tuning
★ gold responseyour model
Token compression−41% tokens
After extensive deliberation and careful consideration of all the factors involved, the board ultimately approved the acquisition that had been discussed at the previous meeting, valued at $340M, with the general expectation of closing in 18 months.99% of the answer retained

Qualifiers, back-references, and filler are stripped before inference. Decisions, facts, and numbers stay.

Experience compounds.

Everytraceisanopportunitytobecheaper,faster,better.

The guarantee

40%+ cheaper.
Within 5% of quality.
Always.