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.

Measuring What Matters: AI Visibility Metrics and Competitive Benchmarking

Build a comprehensive measurement framework for AI visibility. Learn which metrics to track, how to benchmark against competitors, and how to attribute business impact.

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