How is conversation reporting different from AI visibility reporting?

Where the infrastructure allows it, Own The Conversation reports the observable stages of AI-mediated discovery separately: technical discovery, recognised AI retrieval of useful business content, visible citation evidence captured through testing or platform output, identifiable AI referrals, subse…

Because they happen at different stages. Discovery means a system found a resource. Retrieval means it requested useful business content. Citation means a source was shown in an answer. Referral means a browser arrived from an identifiable AI service. A visit or click-through is human activity, and …

No. AI platforms do not expose every internal retrieval path, user interaction or downstream decision. Some traffic loses referrer information, some models use cached or indexed data, and a brand may be mentioned without generating a visit. That is why OTC reports what its own infrastructure can obs…

Use it to improve the knowledge layer. If AI systems repeatedly retrieve a topic, deepen and maintain it. If customers keep asking a question the site cannot answer, publish a better answer. If a citation surfaces an outdated page, correct the source. Reporting is most valuable as a feedback loop be…