News · citable explainer
Commercial prompts increasingly surface named businesses. Entity clarity and consistent public evidence influence whether systems cite confidently.
Recommendation-style answers reward entities that systems can resolve without collision or contradiction.
Can a business force a ChatGPT recommendation?
No. There is no paid placement guarantee for model answers.
What improves odds?
Clear identity packaging, consistent NAP, structured data, and authoritative corroboration.