Understudy

Helps data-rich teams turn production traces and expert judgment into specialized open models they own.

About Understudy

An open-source toolkit to capture traces, evaluate cheaper models against benchmarks, and ship specialist routes you own.

Capture traces from LLM production workflows with a single install that deploys within coding agents you already use. Hosted infrastructure is optional.

Evaluate the captured traces and set a benchmark for success. Every future model switch meets or exceeds it in A/B testing.

Train and fine-tune a new model on prompts and weights you always own. Start locally and scale into cloud-hosted processes as you see success.

Deploy a new model only when the held-out eval is beaten. Serve it wherever you want. Production data feeds back into training and compounds performance over time.

Test. Learn. Deploy. Repeat.

Industries served

Products

  • Understudy

    MLOps & Deployment

    View product

    Optimizes complete production routes for repeated LLM work: harness, model, and supply path including prompts, schemas, scorers, routing, fine-tuned descendants, and serving.

Security and compliance

As reported by Understudy. Ask for audit reports before you buy.

  • No advertising networks
  • No advertising cookies
  • No training on customer data for other customers
  • Local data stays on user machine by default
  • Gateway stores metadata only by default

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