Engineering Sponsored Placements in Conversational Engines: An Architectural & Practical Guide to ChatGPT Ads

The launch of OpenAI’s self-serve Ads Manager and Advertiser API (api.ads.openai.com) marks the transition of LLM interfaces from experimental text generators to high-intent monetization platforms. Un