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OpenAI details how it built a bespoke advertising stack for ChatGPT using a custom post-trained LLM with tool-call architecture for retrieval, ranking, relevance, and auctions, featuring stateful ad sessions and separation from answer generation, having reached $1B annualized revenue with over 100,000 advertisers.