# Product analytics: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "product analytics platform" and as "product analytics tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/gtm/gtm-data/product-analytics

**Standing:** Amplitude leads with 46% of first choices; verdict clear leader. 46 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Amplitude](https://www.gane.ai/index/gtm/vendors/amplitude/index.md) | 46% | 13% | 71 |
| 2 | [PostHog](https://www.gane.ai/index/gtm/vendors/posthog/index.md) | 33% | 6% | 71 |
| 3 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 22% | 16% | 75 |
| 4 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 0% | 14% | 49 |
| 5 | [Heap](https://www.gane.ai/index/gtm/vendors/heap/index.md) | 0% | 30% | 50 |
| 7 | [Fullstory](https://www.gane.ai/index/gtm/vendors/fullstory/index.md) | 0% | 19% | 16 |
| 11 | [Contentsquare](https://www.gane.ai/index/gtm/vendors/contentsquare/index.md) | 0% | 10% | 10 |
| 64 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 0% | 67% | 30 |

Rank is by share of first choices among all 64 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: no first choice
- GPT-5.4 mini: Amplitude; alternatives Heap, Mixpanel, Pendo
- Gemini 3.5 Flash: Mixpanel; alternatives Amplitude, Heap, Pendo, PostHog
- Perplexity Sonar: Amplitude; alternatives June, Mixpanel, Pendo
- Grok 4.20: Amplitude; alternatives Mixpanel, Pendo, PostHog
- Mistral Small: Amplitude, Mixpanel; alternatives Heap, June, PostHog
- DeepSeek V4 Flash: Amplitude; alternatives Mixpanel, Pendo, PostHog
- Llama 4 Maverick: Amplitude, Mixpanel; alternatives Heap, June, PostHog
- Qwen 3.7 Flash: Amplitude; alternatives June, Mixpanel, Pendo, PostHog
- Kimi K2: Mixpanel; alternatives Amplitude, PostHog
- GLM 4.7 FlashX: Amplitude; alternatives Heap, Mixpanel, Pendo, PostHog
- MiniMax M2.5: Amplitude; alternatives Mixpanel, Pendo, PostHog
- GPT-6 Luna: Mixpanel; alternatives Amplitude, Pendo, PostHog
- Muse Glimmer 30B: Amplitude; alternatives Mixpanel, Pendo, PostHog

## Sources the answers cite

70 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- amplitude.com: 35 answers, 59 citations
- mixpanel.com: 35 answers, 44 citations
- linkedin.com: 30 answers, 31 citations
- g2.com: 24 answers, 34 citations
- posthog.com: 23 answers, 45 citations
- userpilot.com: 21 answers, 22 citations
- toolradar.com: 16 answers, 24 citations
- gainsight.com: 13 answers, 13 citations

Pages named in the most answers:

- https://linkedin.com/pulse/best-product-analytics-tools-rajesh-kumar-nrqec (29 answers)
- https://mixpanel.com/blog/best-product-analytics-tools (23 answers)
- https://userpilot.com/blog/product-analytics-tools (18 answers)
- https://g2.com/categories/product-analytics (15 answers)
- https://gainsight.com/essential-guide/product-management-metrics/product-analytics-tools (13 answers)
- https://alium.io/research/top-complaints-product-analytics (11 answers)
- https://amplitude.com/compare/best-product-analytics-tools (10 answers)
- https://gane.ai/index/gtm/gtm-data/product-analytics (9 answers)
- https://getapp.com/all-software/product-analytics/org/mid-size-business (9 answers)
- https://softwareadvice.com/product-analytics (9 answers)

## Warned against

- Google Analytics 4: 20 of 30 labels negative. "Google Analytics (especially GA4) - Privacy concerns, cookie-dependence, data collection practices" (MiniMax M2.5, negative prompt)
- Mixpanel: 12 of 75 labels negative. "Mixpanel has received significant attention following a data breach in November 2025 that exposed profile information for some API users" (MiniMax M2.5, negative prompt)
- Heap: 15 of 50 labels negative. "Avoid: Heap for mid-market (pricing is custom/enterprise-focused)" (Kimi K2, direct prompt)
- Amplitude: 9 of 71 labels negative. "Why to avoid: Amplitude receives a high share of negative labels (31% in one analysis)" (Mistral Small, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Amplitude at 46%.

- Amplitude: 34% to 46%, +12. Cleared the floor by 1 point · rank 1 of 64, unchanged.
- PostHog: 22% to 33%, +11. Inside the floor by 0 points · rank 3 → 2 of 64.
- Pendo: 10% to 0%, −10. Inside the floor by 1 point · rank 4 of 64, unchanged.
- Heap: 3% to 0%, −3. Inside the floor by 8 points · rank 5 of 64, unchanged.
- Mixpanel: 24% to 22%, −2. Inside the floor by 9 points · rank 2 → 3 of 64.
- Google Analytics 4: 2% to 0%, −2. Inside the floor by 9 points · rank 7 → 64 of 64.
- Fullstory: 0% to 0%, ±0. Inside the floor by 11 points · rank 9 → 7 of 64.
- Contentsquare: 0% to 0%, ±0. Inside the floor by 11 points · rank 35 → 11 of 64.

## Record

- Method: https://www.gane.ai/index/gtm/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/gtm.