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Synthetic Test Case Generator

Describe the prompt purpose, input schema, paste 3-5 real examples, and specify adversarial emphasis. Get cases split into happy path (varied realistic inputs), edge cases (plausible-but-rare patterns), and adversarial (injection, role manipulation, format breaks).

Cases vary along real dimensions, not just lengthEdge cases are plausible-but-rare, not adversarial-liteAdversarial cases test specific failure modes you specify

Results in ~30 seconds · Saves ~2 hours per eval batch

Common questions

Does this tool work with ChatGPT?

The tool itself runs on Claude (Anthropic) right here on the page — you don't need any AI subscription to use it. Everything it generates is plain text, so you can paste the output into ChatGPT, a document, or an email and keep working there. If you mainly work in ChatGPT, you can also reuse your inputs there to refine further.

What AI model powers this tool and the example output?

Claude, Anthropic's AI. The example outputs shown on tool pages were generated with Claude.

Do the paid prompt packs work with ChatGPT?

Yes — the packs are written and tested for Claude, and every pack includes a portable prompts-only set that works in ChatGPT and Gemini (copy and paste, occasionally with a minor tweak). The Cowork plugin editions specifically require a paid Claude plan.

Claude is a product of Anthropic. The AI Career Lab is not affiliated with Anthropic or OpenAI.

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