Running identical queries ten times across four AI assistant APIs reveals significant pricing drift, with 21 of 27 test cells showing substantial variation. The widest gap occurred in Anthropic’s estimates for fractional CMO rates, where calculated midpoints swung from $3,500 to $11,500 across identical prompts. Anyone relying on language models to benchmark consulting fees or executive compensation needs to account for this run-to-run inconsistency: bit.ly/same-ai-p…
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