Open Model Evaluation and Deployment Stack

6 connected tools

Choose, test, host, and expose open models without guessing. This stack helps technical teams compare model fit, local performance, hosted options, and the fina…

Built aroundOpen Source (Llama / Mistral)
  1. Shortlist model candidates

    Compare model cards, license terms, quantizations, community usage, and task fit.

  2. Step 02

    Run quick local tests

    Pull candidate models and run the same prompts locally to compare basic quality and latency.

  3. Step 03

    Inspect desktop usability

    Use LM Studio to test chat UX, local serving, and model behavior with non-technical reviewers.

  4. Step 04

    Benchmark serving performance

    Use vLLM to test high-throughput serving and API compatibility for the strongest candidates.

  5. Step 05

    Compare hosted deployment

    Run the same model or similar alternatives on Replicate to compare setup time, cost, and operational overhead.

  6. Step 06

    Expose the chosen model to users

    Connect the selected backend to Open WebUI for testing with real users or internal teams.