Originally published at thatdevpro.com. Part of ThatDevPro's open SEO + AI framework library. ThatDevPro is an SDVOSB-certified veteran-owned web + AI engineering studio. Open-source AI citation toolkit: github.com/Janady13/aio-surfaces.
Earning Citations and Brand Mentions on OpenAI's Web Search Augmented Surfaces: ChatGPT Search, SearchGPT, ChatGPT Agent and Atlas
A comprehensive installation and audit reference for winning citation and brand mention on OpenAI's search surface family. ChatGPT Search (browsing inside ChatGPT, launched October 31, 2024 per OpenAI's announcement), the SearchGPT prototype (July 25, 2024 per OpenAI), the ChatGPT agent (integrated July 17, 2025, replacing the Operator preview that shut down August 31, 2025), and ChatGPT Atlas (the OpenAI Chromium based browser, October 21, 2025) share a bot family, an index dependency, and a retrieval pattern, but each surface produces distinct citation behavior. This framework specifies the structural, schema, freshness, entity, and access signals that drive citation on those surfaces, the bot family and how each member behaves, the audit rubric, and the maintenance cadence. Dual purpose: installation manual and audit document.
