One group of people I really hope this reaches is the social scientists measuring AI in culture and media. Pangram may be far more expensive and less reliable than using language models directly.
If this is you, please reach out if you'd like help evaluating your detection setup.
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GPT-6-Astra and Opus 5.5 exceed the performance of all specialized detectors at a fraction of the cost on accuracy (with an equal number of human and AI samples).
