---
title: "What AI recommended for product analytics in August 2026"
description: "What AI recommends for product analytics, updated monthly: which tools Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT and Gemini named in August 2026 when developers asked \"What should I use for product analytics?\", cross-referenced with what developers say about them."
source: https://backtalk.sh/ai-recommends/analytics/2026-08
---

# What AI recommends for product analytics (August 2026)

When developers ask "What should I use for product analytics?", this is what Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT and Gemini answer, measured over 74 sampled answers across 1 probe runs. Share of voice is the percentage of sampled answers naming the tool; the dev pulse is the sentiment of the same month's developer mentions on Hacker News, Reddit, GitHub, Stack Overflow, Bluesky and more.

| # | Tool | AI share of voice | Change vs prior month | Named by | Dev pulse |
|---|------|------------------:|----------------------:|----------|-----------|
| 1 | Mixpanel | 83.8% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT, Gemini | not tracked |
| 2 | Amplitude | 81.1% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT | not tracked |
| 3 | PostHog | 78.4% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT | not tracked |
| 4 | Plausible | 36.5% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT | not tracked |
| 5 | Fathom | 25.7% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT | not tracked |
| 6 | Umami | 17.6% | new | Claude · Claude Haiku 4.5, Claude · Claude Opus 4.8, Claude · Claude Sonnet 4.6, ChatGPT | not tracked |

> Mixpanel appears in 83.8% of AI answers about product analytics, named by 5 of 5 models.

Source: BackTalk AI Recommendation Standings, August 2026 · https://backtalk.sh/ai-recommends/analytics/2026-08

## The 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)

## Method

August 2026 is the current month: this is a live preview that updates as answers come in. It is finalized once the month ends and then never changes. Cite finalized months by permalink. Full methodology: https://backtalk.sh/ai-recommends/methodology (as markdown: https://backtalk.sh/ai-recommends/methodology.md). Free to cite with attribution to "BackTalk AI Recommendation Standings" and a link.