# Product analytics for enterprise buyers: 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 an enterprise B2B company. Page: https://www.gane.ai/index/gtm/gtm-data/product-analytics/enterprise

**Standing:** Amplitude leads with 61% of first choices; verdict clear leader. 54 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) | 61% | 16% | 76 |
| 2 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 22% | 20% | 75 |
| 3 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 6% | 8% | 59 |
| 4 | [GrowthBook](https://www.gane.ai/index/gtm/vendors/growthbook/index.md) | 6% | 0% | 13 |
| 5 | [PostHog](https://www.gane.ai/index/gtm/vendors/posthog/index.md) | 4% | 17% | 52 |
| 7 | [Contentsquare](https://www.gane.ai/index/gtm/vendors/contentsquare/index.md) | 0% | 5% | 21 |
| 8 | [Fullstory](https://www.gane.ai/index/gtm/vendors/fullstory/index.md) | 0% | 12% | 16 |
| 12 | [Heap](https://www.gane.ai/index/gtm/vendors/heap/index.md) | 0% | 35% | 37 |
| 48 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 0% | 93% | 14 |

Rank is by share of first choices among all 48 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: Pendo; alternatives Amplitude, Mixpanel, PostHog
- Perplexity Sonar: Amplitude; alternatives Countly, Gainsight PX, Mixpanel, Pendo
- Grok 4.20: Amplitude; alternatives Contentsquare, Glassbox, Pendo, PostHog
- Mistral Small: Amplitude, Mixpanel; alternatives Countly, GrowthBook, Pendo, Piwik PRO
- DeepSeek V4 Flash: Amplitude; alternatives Gainsight PX, Mixpanel, Pendo, PostHog
- Llama 4 Maverick: Amplitude
- Qwen 3.7 Flash: Amplitude; alternatives Heap, Mixpanel, Pendo, PostHog
- Kimi K2: Amplitude; alternatives Mixpanel, Pendo
- GLM 4.7 FlashX: Amplitude; alternatives Contentsquare, Mixpanel, Pendo, PostHog
- MiniMax M2.5: Amplitude, Pendo; alternatives Contentsquare, Countly, Mixpanel, PostHog
- GPT-6 Luna: Amplitude; alternatives Mixpanel, Pendo, PostHog
- Muse Glimmer 30B: Amplitude; alternatives Mixpanel, Pendo

## Sources the answers cite

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

- mixpanel.com: 38 answers, 43 citations
- amplitude.com: 37 answers, 79 citations
- growthbook.io: 37 answers, 42 citations
- g2.com: 29 answers, 43 citations
- pendo.io: 24 answers, 33 citations
- linkedin.com: 23 answers, 23 citations
- userpilot.com: 21 answers, 24 citations
- posthog.com: 17 answers, 33 citations

Pages named in the most answers:

- https://growthbook.io/insights/best-product-analytics-tools-enterprises (33 answers)
- https://g2.com/categories/product-analytics (23 answers)
- https://mixpanel.com/blog/best-product-analytics-tools (21 answers)
- https://linkedin.com/pulse/best-product-analytics-tools-rajesh-kumar-nrqec (20 answers)
- https://capterra.com/product-analytics-software (16 answers)
- https://userpilot.com/blog/product-analytics-tools (16 answers)
- https://gane.ai/index/gtm/gtm-data/product-analytics/enterprise (15 answers)
- https://gainsight.com/essential-guide/product-management-metrics/product-analytics-tools (13 answers)
- https://pendo.io/product/analytics (13 answers)
- https://amplitude.com/pricing (11 answers)

## Warned against

- Google Analytics 4: 13 of 14 labels negative. "Why to avoid: While GA4 is ubiquitous in marketing departments, using free GA4 as a product analytics platform for enterprise web/mobile applications leads to severe friction." (Gemini 3.5 Flash, negative prompt)
- Mixpanel: 15 of 75 labels negative. "Avoid standard event-based pricing (like Mixpanel's per-event model) for large-scale deployments" (Kimi K2, budget prompt)
- Heap: 13 of 37 labels negative. "Platforms to Be Cautious About or Potentially Avoid ... Heap ... often leads to noisy, untrustworthy data at enterprise scale" (Grok 4.20, negative prompt)
- Amplitude: 12 of 76 labels negative. "Watch out: MTU-based pricing can be expensive for products with many low-engagement users." ... "Mixpanel and Amplitude become unaffordable at scale." (Muse Glimmer 30B, budget prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Amplitude at 61%.

- Pendo: 18% to 6%, −12. Cleared the floor by 1 point · rank 2 → 3 of 48.
- Mixpanel: 13% to 22%, +9. Inside the floor by 2 points · rank 3 → 2 of 48.
- GrowthBook: 0% to 6%, +6. Inside the floor by 5 points · rank 25 → 4 of 48.
- Amplitude: 56% to 61%, +5. Inside the floor by 6 points · rank 1 of 48, unchanged.
- Gainsight PX: 5% to 0%, −5. Inside the floor by 6 points · rank 4 → 9 of 48.
- PostHog: 2% to 4%, +2. Inside the floor by 9 points · rank 5 of 48, unchanged.
- Adobe Analytics: 0% to 2%, +2. Inside the floor by 9 points · rank 50 → 6 of 48.
- Contentsquare: 0% to 0%, ±0. Inside the floor by 11 points · rank 10 → 7 of 48.
- Fullstory: 0% to 0%, ±0. Inside the floor by 11 points · rank 11 → 8 of 48.
- Heap: 0% to 0%, ±0. Inside the floor by 11 points · rank 14 → 12 of 48.
- Quantum Metric: 0% to 0%, ±0. Inside the floor by 11 points · rank 12 → 16 of 48.
- Google Analytics 4: 0% to 0%, ±0. Inside the floor by 11 points · rank 53 → 48 of 48.

## 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.