Youssef JlidiSEO & GEO
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Tools for your teams

Keep an AI search observation log.

Before comparing AI answers, you need to know what was asked, under which conditions and what was actually observed. This log preserves that record.

Define the question and context

Keep the exact wording, language, market and any extra instructions. Separate discovery, comparison and selection questions.

Record collection conditions

Note the engine, model where known, date, time and search mode. Record unknown conditions rather than assuming them.

Save the answer and its sources

Keep the answer text and the URLs actually cited. Distinguish a brand mention from a domain cited as a source.

Repeat before drawing conclusions

Compare observations collected under documented conditions. One answer cannot establish a change in visibility.

Connect observations to investigation

Identify what warrants further investigation in content, third-party sources or brand information. A missing citation alone does not establish a cause.

This template records observations. It does not measure market share or assign a universal visibility score. You need to collect and interpret the data yourself.

  1. Exact question
  2. Intent
  3. Language
  4. Market
  5. Engine
  6. Known model
  7. Date and time
  8. Search mode
  9. Saved answer
  10. Brand mentioned
  11. Cited URLs
  12. Unknown conditions
  13. Comparable observation
  14. Proposed investigation
Download the CSV template
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