Codewhale Enterprise

Own the intelligence your team runs on

Your team's work already runs through Codewhale. Enterprise turns that work into evals, training data and models you own. It is in development and open to design partners.

In development

What you get

Every model is tested on your own held-out tasks before it replaces anything.

  1. Evals that define done

    An eval suite built from your team's real work, with a held-out set that decides whether a model is good enough.

  2. Training data from your work

    Data drawn from work your team already accepted, with sensitive details removed.

  3. A model you own

    A fine-tuned open-weight model you control, compared with your current model on quality, cost and speed.

  4. Environments that keep improving it

    RL environments built from your own tasks, so your model keeps improving on the work that matters to you.

Available today and planned

The open-source agent is available now. Enterprise is in development, and no customer model has been trained yet.

Available today

  • An agent for any model

    Hosted providers, any OpenAI-compatible endpoint, and models you serve yourself with vLLM, SGLang or Ollama.

  • Saved sessions with receipts

    Every session keeps its tool calls, results and approvals, so your team's work is on record.

Planned for Enterprise

  • Managed eval and training environments

    Environments that run your evals and training without depending on a laptop.

  • Qualification on every new base model

    When a better open model ships, it is tested on your holdout and promoted only if it passes.

  • Routing between rented and owned models

    Each workflow goes to the model, rented or owned, with the best accepted result per cost.

  • Private deployment

    Run the agent and Enterprise where your data must stay.

Your data stays where you choose

Your sessions, datasets and models stay in places you choose. Training runs only on compute you approve.

One Rust engine with approvals

The same engine runs your workflows and Enterprise. Ask, Auto-Review and Full Access permissions and receipts apply to both.

Design partners

Bring one workflow your team repeats. You get a baseline of your current model on your own holdout, then a test of an owned model against it. Email us to start.