RESEARCH PREVIEW · THIS BROWSER ONLY

Does a shorter introduction help?

Compare four questions with two (occasion and budget). These are local test counts from consenting flow visits, not population results. Refresh to update time-based retention.

Personalization funnel · seven-day local history
VersionStartedCompletedSkippedAbandonedActive / unknownCompletion
4 questions00000—
2 questions00000—

Abandoned means an unfinished attempt left this page or the tab. Switching tabs alone does not count. A completion or explicit skip takes precedence over an exit. Browser crashes can leave unknown outcomes. Assignment is random per tab; repeat visits are not unique people. No results are invented for non-consenting visits.

Test each version

These controls choose the version for the next visit in this tab. Use them for QA; do not mix forced test visits with a live randomized study.

Open personalization →

Privacy information