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OpenAI reportedly cut response costs for guest ChatGPT users by more than half

OpenAI engineers cut inference costs for guest ChatGPT users by more than half, reducing the number of Nvidia GPUs needed to just a few hundred, according to a person familiar with the discussions. The optimization applies only to limited guest features, and it remains unclear whether the gains extend to the full product. The cost reduction could free up resources for scaling services or improving models.

read1 min views1 publishedJun 30, 2026
OpenAI reportedly cut response costs for guest ChatGPT users by more than half
Image: The Decoder

OpenAI engineers told colleagues earlier this month that they'd managed to cut inference costs—the expense of running existing AI models—by more than half. That's according to a person familiar with the discussions, as reported by The Information.

OpenAI applied the new optimizations to ChatGPT, specifically for visitors who don't have an account. The number of Nvidia GPUs needed to serve those users dropped to just a few hundred. It's not clear how many were required before or what techniques OpenAI used to pull it off. Guest users can only access a very limited set of ChatGPT features, so whether these gains would carry over to the full product is an open question.

Deepseek also just dropped a new open-source method that can speed up inference requests by 60 to 85 percent. The freed-up resources could go toward scaling services, better models, faster responses, or bigger margins. But since data center buildouts are moving slowly, gains like these will probably give labs more breathing room rather than cut into chip demand.

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The Information

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