📋 Free Tool · Saves locally in your browser
AI Engine Research Log
Log AI engine behaviour changes, model updates, and citation pattern shifts. Your personal GEO change journal — saved in your browser.
AI ENGINE RESEARCH LOG
GEOLAB.NET
How to use this tool
1
Log changes as you notice them
When you see a change in how AI engines cite content — fewer citations, different source types, new behaviour patterns — log it immediately with as much specific detail as you can recall.
2
Note the impact on your citation rate
Mark whether the change had a positive, negative, or neutral effect on your observed citation rate. This builds a personal dataset of what matters for your specific niche.
3
Record what action you took
The most valuable entries include what you did in response. Over time, this creates a record of your most effective interventions — what fixed things and how quickly.
4
Export for quarterly review
Use the CSV export at the start of each quarterly review. Your log is the raw material for the “unexpected findings” section of the GEO Quarterly Review tool.
GEO Testing Series
Turn observations into experiments
6 emails on structured GEO testing — how to go from “I noticed something changed” to a valid experiment with measurable results.
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