Search journey friction analyzer
Review anonymized session-level reformulations as hypotheses while keeping query data local.
session_id,timestamp,query,click,dwell_seconds · ≤10 MiB · ≤250,000
Processing stays in this browser; inputs are not uploaded, stored or logged.
A click is not proof of success and no follow-up query is not proof of satisfaction.
Method
Review anonymized session-level reformulations as hypotheses while keeping query data local.
Privacy
Processing stays in this browser; inputs are not uploaded, stored or logged.
Limitations
A click is not proof of success and no follow-up query is not proof of satisfaction.
Primary sources
- Beyond Clicks: Query Reformulation as a Predictor of Search Satisfaction — ACM CIKM; 2013; 2026-08-15.