# Product analytics for small business 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 a small B2B company. Page: https://www.gane.ai/index/gtm/gtm-data/product-analytics/2026-11/smb

**Standing:** PostHog leads with 62% of first choices; verdict clear leader. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [PostHog](https://www.gane.ai/index/gtm/vendors/posthog/index.md) | 62% | 1% | 73 |
| 2 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 25% | 19% | 77 |
| 3 | [Amplitude](https://www.gane.ai/index/gtm/vendors/amplitude/index.md) | 5% | 35% | 68 |
| 4 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 4% | 66% | 29 |
| 7 | [Heap](https://www.gane.ai/index/gtm/vendors/heap/index.md) | 0% | 30% | 37 |
| 8 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 0% | 34% | 32 |
| 15 | [LogRocket](https://www.gane.ai/index/gtm/vendors/logrocket/index.md) | 0% | 30% | 10 |

Rank is by share of first choices among all 50 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: GainsightPX; alternatives Mixpanel, Pendo, PostHog
- GPT-5.4 mini: Mixpanel; alternatives Amplitude, Heap, PostHog
- Gemini 3.5 Flash: PostHog; alternatives June, Mixpanel
- Perplexity Sonar: Mixpanel; alternatives Amplitude, Heap, Pendo, PostHog
- Grok 4.20: PostHog; alternatives Amplitude, Lucky Orange, Mixpanel
- Mistral Small: PostHog; alternatives Lucky Orange, Mixpanel, Userpilot
- DeepSeek V4 Flash: PostHog; alternatives Amplitude, Mixpanel
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: PostHog; alternatives Amplitude, Heap, Mixpanel
- Kimi K2: Mixpanel, PostHog; alternatives LogRocket, Pendo
- GLM 4.7 FlashX: PostHog; alternatives Amplitude, Heap, Mixpanel
- MiniMax M2.5: Mixpanel, PostHog; alternatives Amplitude
- GPT-6 Luna: PostHog; alternatives Amplitude, Mixpanel
- Muse Glimmer 30B: Mixpanel, PostHog; alternatives Amplitude, Pendo, Userpilot

## 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:

- posthog.com: 45 answers, 72 citations
- mixpanel.com: 37 answers, 42 citations
- amplitude.com: 34 answers, 57 citations
- g2.com: 31 answers, 38 citations
- linkedin.com: 30 answers, 31 citations
- resources.rework.com: 27 answers, 32 citations
- toolradar.com: 22 answers, 31 citations
- spotsaas.com: 22 answers, 24 citations

Pages named in the most answers:

- https://linkedin.com/pulse/best-product-analytics-tools-rajesh-kumar-nrqec (29 answers)
- https://posthog.com/compare/best-product-analytics-tools-for-startups (29 answers)
- https://resources.rework.com/guides/choosing-software/how-to-choose-product-analytics-for-startups (22 answers)
- https://mixpanel.com/blog/best-product-analytics-tools (21 answers)
- https://spotsaas.com/list/product-analytics-software/for-small-business (21 answers)
- https://g2.com/categories/product-analytics (19 answers)
- https://userpilot.com/blog/product-analytics-tools (19 answers)
- https://capterra.com/product-analytics-software (15 answers)
- https://gane.ai/index/gtm/gtm-data/product-analytics/smb (12 answers)
- https://toolradar.com/best/product-analytics (12 answers)

## Warned against

- Amplitude: 24 of 68 labels negative. "Avoid or be cautious about: Amplitude, Mixpanel, GA4 (as your primary product-analytics tool), Adobe Analytics, FullStory, Contentsquare, LogRocket, Crazy Egg, Smartlook" (GLM 4.7 FlashX, negative prompt)
- Google Analytics 4: 19 of 29 labels negative. "One source explicitly advises avoiding GA4 as the primary tool for product analytics" (GLM 4.7 FlashX, negative prompt)
- Mixpanel: 15 of 77 labels negative. "AI models flag Mixpanel with a notable negative share (14% of labels negative; 11 of 14 models flagged it as something to avoid)" (GLM 4.7 FlashX, negative prompt)
- Adobe Analytics: 8 of 8 labels negative. "83% of models recommending against it for small businesses. It's designed for large enterprises and can be overly complex and expensive" (Mistral Small, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: PostHog at 62%.

- PostHog: 50% to 62%, +12. Cleared the floor by 1 point · rank 1 of 50, unchanged.
- Mixpanel: 34% to 25%, −9. Inside the floor by 2 points · rank 2 of 50, unchanged.
- Amplitude: 9% to 5%, −4. Inside the floor by 7 points · rank 3 of 50, unchanged.
- Google Analytics 4: 0% to 4%, +4. Inside the floor by 7 points · rank 39 → 4 of 50.
- Pendo: 2% to 0%, −2. Inside the floor by 9 points · rank 5 → 8 of 50.
- June: 3% to 2%, −1. Inside the floor by 10 points · rank 4 → 5 of 50.
- Heap: 0% to 0%, ±0. Inside the floor by 11 points · rank 7 of 50, unchanged.
- Hotjar: 0% to 0%, ±0. Inside the floor by 11 points · rank 8 → 11 of 50.
- LogRocket: 0% to 0%, ±0. Inside the floor by 11 points · rank 28 → 15 of 50.

## 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.