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Move a prompt off GPT

Check an open model can take over the prompt, call it through the OpenAI API, and check the provider you'll pay serves the model it claims.

Steps

3 tools, in order. Each one opens on a sample.

  1. Step 1LiveCheck if an open model can take over your promptReplay prompts you've already logged on an open model. In minutes you see whether it gives the same answers, which examples differ and why, and what 1,000 requests would cost: go, no-go or not enough data yet.Open it
  2. Step 2LiveRun an open model behind the OpenAI APIQwen3.8-27B behind a standard OpenAI-style /v1 endpoint: try it hosted, with a signed receipt per call, or run it on your own GPU so nothing leaves the box. Hosted replies are capped at 2,048 tokens and don't take tool calls yet.Open it
  3. Step 3LiveCheck your provider serves the model you pay forFind out whether an OpenAI-style endpoint really serves the model it claims, or a smaller or more compressed one. You get a signed pass, drift or fail report you can put in the vendor file, and anyone can re-check it.Open it

By API

Each tool's API calls and the prompts for a coding agent are in its “Use it from your code” section.

Get an API key
  1. Check if an open model can take over your prompt
  2. Run an open model behind the OpenAI API
  3. Check your provider serves the model you pay for

Where it runs

  • Check if an open model can take over your promptAPISelf-host
  • Run an open model behind the OpenAI APIAPISelf-host
  • Check your provider serves the model you pay forAPISelf-host

Where your data goes, tool by tool.

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