AI Recommendation Standings / archive
Product analytics: August 2026
The August 2026 standings for “What should I use for product analytics?”. This month is still being finalized, so the numbers here update until it freezes. See the current standings.
AI share of voice · August 2026
74 sampled answers · 5 models
- 1Mixpanelnew83.8%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT · Gem—
- 2Amplitudenew81.1%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT—
- 3PostHognew78.4%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT—
- 4Plausiblenew36.5%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT—
- 5Fathomnew25.7%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT—
- 6Umaminew17.6%Claude Haiku 4.5 · Claude Opus 4.8 · Claude Sonnet 4.6 · GPT—
Share of voice weights each compared model equally: it is the average, across the models, of how often each one named the tool in its own answers, so a model probed more than another can't skew it. Model chips list which AI models named it this month; the pulse is the sentiment of that month's developer mentions across Hacker News, Reddit, GitHub, Stack Overflow, Bluesky and more.
Quotable · copy freely
Mixpanel appears in 83.8% of AI answers about product analytics, named by 5 of 5 models.
The 3 prompts behind these standings
- ›What should I use for product analytics? (recommendation)
- ›What are the best Mixpanel alternatives? (alternatives)
- ›Which product analytics tool is best for a startup? (recommendation)
Each prompt is sampled several times per model per probe because answers vary run to run; 74 answers across 1 probe runs fed this month.