What should I produce after Citation Monitoring and Measurement?

Produce a concrete work product: prompt evidence, diagnosis, recommended fix, owner, priority and remeasurement plan. The lesson is not complete until it can be explained to a client or stakeholder.

How do I know whether the fix worked?

Remeasure the same prompt set after the fix has had time to be crawled, discovered or reflected in relevant sources. Compare answer quality, citations, sentiment, competitor movement and hallucination risk.

Citation Monitoring and Measurement

Build systematic approaches for tracking when, where, and how AI systems cite your brand.

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