Create a repeatable baseline
Collect questions from the real customer journey: understanding a category, comparing solutions and choosing suppliers. Group prompts by intent and keep a fixed version for comparison.
Record mentions, citations and gaps
Capture the platform, query time, exact prompt, answer and cited sources. Review whether brand information is correct and how competitors are represented. Separate actual observations from demonstrations.
Build reliable content assets
Correct unclear or unsupported website information. Prepare useful FAQs, product explanations, structured data and relevant industry evidence. Maintain sources, publication records and review responsibility.
Retest with consistent conditions
Use the same prompt set and record the conditions. Compare information accuracy, verifiable citations and intent coverage. Changes in AI responses do not by themselves prove causality or guarantee future recommendations.
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