Google's Open Knowledge Format (OKF) v0.2 introduces a trust layer to help structure web content into clear, interconnected concepts. Although AI search agents do not actively crawl OKF bundles on websites yet, adopting this framework offers local businesses a powerful blueprint to audit and refine how AI models interpret their brand.

Search industry veteran Duane Forrester warns that entity mapping tactics built for Google's Knowledge Graph don't directly transfer to language models like ChatGPT. Understanding the distinction between structured databases and LLM probability models is critical for building a cost-effective AI search strategy.