Public AI recommendation index
Product analytics for SaaS
Based on 4 valid discovery answers for November 02, 2026.
- AIs:
- ChatGPT and Gemini
- Method:
- ChatGPT answers are read from its public web interface. Gemini answers come from Google's model API, which may answer from the model alone, without searching the web.
- Questions asked:
- “best product analytics tool for SaaS” and “product analytics software for a B2B SaaS startup”
- 1Session replaynamed in 2 answers
- 2B2B SaaSnamed in 1 answer
- 3Cohort segmentationnamed in 1 answer
- 4Conversion funnelsnamed in 1 answer
- 5Data governancenamed in 1 answer
- 6Easy-to-use dashboardsnamed in 1 answer
- 7Experimentationnamed in 1 answer
- 8Feature adoptionnamed in 1 answer
- 9Feedback collectionnamed in 1 answer
- 10In-app onboardingnamed in 1 answer
- 11June.sonamed in 1 answer
- 12Mixpanelnamed in 1 answer
- 13Pendonamed in 1 answer
- 14PostHognamed in 1 answer
- 15Predictive insightsnamed in 1 answer
- 16Product analyticsnamed in 1 answer
- 17SaaS stagenamed in 1 answer
- 18Session analysisnamed in 1 answer
- 19User journeysnamed in 1 answer
- 20User-to-account relationshipsnamed in 1 answer
Frequently cited sources
- amplitude.com (1 citation)
- dupple.com (1 citation)
- heap.io (1 citation)
- mixpanel.com (1 citation)
- pendo.io (1 citation)
- posthog.com (1 citation)
- softwarecompare.net (1 citation)
History
One row per round of questions. A round is published only when every question was answered validly on every AI.
| Round | Valid answers | Most named |
|---|---|---|
| November 02, 2026 | 4 | Session replay, B2B SaaS, and Cohort segmentation |
AI crawlers and agents across the web
Largest shares of AI crawler requests across Cloudflare in the last 28 days: Googlebot 23.5%, ClaudeBot 12.9%, Meta-ExternalAgent 9.3%, and Applebot 8.2%.
Of 115,468 sites Cloudflare scanned on November 02, 2026, 4.3% serve pages as Markdown to agents, 8.9% declare Content Signals and 0.6% publish an MCP server card.