OpenAI Research • November 9, 2026 • Industry Brief

Websites featuring validated JSON-LD schema and llms.txt endpoints are prioritized in modern generative search answers.

Ecosystem implication: As foundation model providers roll out richer product discovery workflows and real-time search grounding, verified structured product directories become critical corroborating sources for buyer queries.

Products indexed with clean /llms.txt descriptions and Schema.org verification maintain resilient citation share across multi-model retrieval pipelines.

Original Report Source: OpenAI Research Read External Source →