# Customer intelligence and data science for small business buyers: what AI models recommend, October 2026

Gane Index, October 2026 Edition. Asked as "customer analytics and intelligence platform" and as "customer journey 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/customer-intelligence-and-data-science/2026-10/smb

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since. The current standing: https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/smb/index.md

**Standing:** HubSpot CRM leads with 24% of first choices; verdict contested. 55 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [HubSpot CRM](https://www.gane.ai/index/gtm/vendors/hubspot-crm/index.md) | 24% | 8% | 25 |
| 2 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 13% | 14% | 56 |
| 3 | [PostHog](https://www.gane.ai/index/gtm/vendors/posthog/index.md) | 9% | 3% | 29 |
| 5 | [Google Analytics 4](https://www.gane.ai/index/gtm/vendors/google-analytics-4/index.md) | 7% | 35% | 43 |
| 7 | [Amplitude](https://www.gane.ai/index/gtm/vendors/amplitude/index.md) | 4% | 24% | 45 |
| 8 | [Microsoft Power BI](https://www.gane.ai/index/gtm/vendors/microsoft-power-bi/index.md) | 4% | 9% | 11 |
| 22 | [Hotjar](https://www.gane.ai/index/gtm/vendors/hotjar/index.md) | 0% | 9% | 23 |
| 23 | [Heap](https://www.gane.ai/index/gtm/vendors/heap/index.md) | 0% | 21% | 19 |
| 42 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 0% | 40% | 10 |

Rank is by share of first choices among all 118 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: HubSpot Service Hub; alternatives Amplitude, Custify, Gainsight CS, Leadspace
- GPT-5.4 mini: Mixpanel; alternatives Fullstory, Heap, Pendo
- Gemini 3.5 Flash: Factors.ai, HubSpot Breeze Intelligence, HubSpot CRM; alternatives Amplitude, Apollo.io, Attributer, PostHog
- Perplexity Sonar: HubSpot Starter Suite / Service Hub; alternatives Mixpanel, Userpilot
- Grok 4.20: HubSpot CRM; alternatives Amplitude, Mixpanel
- Mistral Small: HubSpot Service Hub, Microsoft Power BI
- DeepSeek V4 Flash: HubSpot Service Hub; alternatives Microsoft Power BI, Mixpanel
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HubSpot CRM; alternatives Apollo.io, Delighted, PostHog
- Kimi K2: HubSpot Service Hub, Mixpanel; alternatives Amplitude, Segment
- GLM 4.7 FlashX: HubSpot Service Hub; alternatives Microsoft Power BI, Quo, Salesforce Interaction Studio, Zendesk
- MiniMax M2.5: HubSpot CRM, Zoho CRM; alternatives Mixpanel, Pipedrive, Salesforce Essentials
- GPT-6 Luna: HubSpot CRM; alternatives Mixpanel, PostHog
- Muse Glimmer 30B: HubSpot CRM; alternatives Google Analytics 4, Quo, Zendesk

## Sources the answers cite

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

- quo.com: 37 answers, 37 citations
- mixpanel.com: 34 answers, 43 citations
- userpilot.com: 27 answers, 29 citations
- fitsmallbusiness.com: 25 answers, 26 citations
- zendesk.com: 23 answers, 27 citations
- g2.com: 22 answers, 35 citations
- chattermill.com: 21 answers, 26 citations
- guideflow.com: 18 answers, 21 citations

Pages named in the most answers:

- https://quo.com/blog/customer-intelligence-platform (37 answers)
- https://fitsmallbusiness.com/customer-intelligence-platform (25 answers)
- https://mixpanel.com/blog/customer-analytics-tools (24 answers)
- https://userpilot.com/blog/customer-analytics-platforms (24 answers)
- https://statsig.com/comparison/best-customer-analytics-platforms (17 answers)
- https://chattermill.com/blog/best-customer-insights-software (12 answers)
- https://zendesk.com/service/analytics/customer-analytics-software (12 answers)
- https://plivo.com/blog/best-customer-analytics-tools-reviews-pricing (11 answers)
- https://valiotti.com/customer-analytics-tools (11 answers)
- https://blog.hubspot.com/service/customer-intelligence-platform (10 answers)

## Warned against

- Google Analytics 4: 15 of 43 labels negative. "Google Analytics, for example, states that it processes data on behalf of customers and that customers must not send personally identifiable information to it" (GPT-5.4 mini, negative prompt)
- Amplitude: 11 of 45 labels negative. "Product analytics platforms that are overkill at low volume ... "Overkill if you just need traffic analytics"" (Muse Glimmer 30B, negative prompt)
- Tableau: 7 of 7 labels negative. "Three things make Tableau a poor match for most small businesses.""Tableau probably isn't the best option." (Muse Glimmer 30B, negative prompt)
- Mixpanel: 8 of 56 labels negative. "Amplitude and Mixpanel both position their products this way, with paid tiers and advanced features beyond the free plans." (GPT-5.4 mini, negative prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
New leader: Google Analytics 4 (19%) to HubSpot CRM (22%). Margin 14 points, beyond the floor.

- Google Analytics 4: 19% to 8%, −11. Inside the floor by 0 points · rank 1 → 5 of 115.
- Microsoft Power BI: 0% to 4%, +4. Inside the floor by 7 points · rank 32 → 7 of 115.
- HubSpot CRM: 19% to 22%, +3. Inside the floor by 8 points · rank 2 → 1 of 115.
- Mixpanel: 12% to 10%, −2. Inside the floor by 9 points · rank 3 → 2 of 115.
- PostHog: 10% to 8%, −2. Inside the floor by 9 points · rank 5 → 4 of 115.
- Amplitude: 6% to 4%, −2. Inside the floor by 9 points · rank 6 of 115, unchanged.
- Pendo: 2% to 0%, −2. Inside the floor by 9 points · rank 12 → 41 of 115.
- Hotjar: 0% to 0%, ±0. Inside the floor by 11 points · rank 15 → 22 of 115.
- Heap: 0% to 0%, ±0. Inside the floor by 11 points · rank 55 → 23 of 115.
- Segment: 0% to 0%, ±0. Inside the floor by 11 points · rank 134 → 104 of 115.
- Adobe Customer Journey Analytics: 0% to 0%, ±0. Inside the floor by 11 points · rank 147 → 107 of 115.
- Qualtrics CustomerXM: 0% to 0%, ±0. Inside the floor by 11 points · rank 146 → 109 of 115.

## Record

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