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

GTM AI Recommendation Index, September 2026 Edition. Asked as "customer analytics and intelligence platform" and as "customer journey analytics tool", six framings each, to twelve models with search on, on behalf of a small B2B company. Page: https://gtm-ai-index.com/gtm-data/customer-intelligence-and-data-science/smb/

**Standing:** Google Analytics 4 leads with 19% of first choices; verdict contested. 48 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| # | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | Google Analytics 4 | 19% | 6% | 34 |
| 2 | HubSpot | 17% | 0% | 13 |
| 3 | Mixpanel | 12% | 8% | 48 |
| 4 | PostHog | 10% | 0% | 24 |
| 5 | Amplitude | 6% | 31% | 35 |
| 6 | Pendo | 2% | 29% | 14 |
| 7 | Hotjar | 0% | 0% | 32 |
| 8 | Heap | 0% | 42% | 19 |
| 9 | Segment | 0% | 46% | 13 |
| 10 | Qualtrics | 0% | 73% | 11 |

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

- Claude Haiku 4.5: HubSpot Service Hub; alternatives BuildBetter, Customerscore.io, Dovetail
- GPT-5.4 mini: Amplitude; alternatives Heap, Mixpanel, PostHog
- Gemini 3.5 Flash: Amplitude, Apollo.io, Factors.ai; alternatives Common Room, DemandSense, HubSpot Breeze Intelligence
- Perplexity Sonar: HubSpot, Mixpanel; alternatives Brevo, Leadspace
- Grok 4.1 Fast: HubSpot; alternatives Google Analytics 4, Mixpanel, Pipedrive
- Mistral Small: Mixpanel, PostHog; alternatives Google Analytics 4, Hotjar, HubSpot Breeze Data Agent, Quo
- DeepSeek V4 Flash: Custify, HubSpot; alternatives ChurnZero, Planhat, Vitally
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: HubSpot; alternatives Apollo.io, ChurnZero, Mixpanel, Plainly
- Kimi K2: HubSpot Marketing Hub / CRM, Mixpanel; alternatives Apollo.io, Custify, EngageBay, Google Analytics 4
- GLM 4.7 FlashX: Apollo.io; alternatives ChartMogul, Woopra
- MiniMax M2.5: Mixpanel, PostHog; alternatives Gainsight, HubSpot, Planhat

## Sources the answers cite

21 of 72 answers came back with a source list, from 4 of 12 models. Sites named in the most answers:

- mixpanel.com: 7 answers, 7 citations
- zendesk.com: 6 answers, 9 citations
- thecxlead.com: 6 answers, 8 citations
- amplitude.com: 5 answers, 8 citations
- userpilot.com: 5 answers, 6 citations
- quo.com: 5 answers, 5 citations
- convertmate.io: 4 answers, 4 citations
- g2.com: 4 answers, 4 citations

Pages named in the most answers:

- https://mixpanel.com/blog/customer-analytics-tools (6 answers)
- https://quo.com/blog/customer-intelligence-platform (5 answers)
- https://convertmate.io/best/best-analytics-tools-for-small-businesses (4 answers)
- https://insiderone.com/best-customer-data-platform (4 answers)
- https://salesforce.com/blog/small-business/customer-analytics-tools-for-startups (4 answers)
- https://userpilot.com/blog/customer-analytics-platforms (4 answers)
- https://waitwellsoftware.com/resources/articles/best-customer-analytics-software (4 answers)
- https://zendesk.com/service/analytics/customer-analytics-software (4 answers)
- https://blog.uxtweak.com/customer-analytics-software (3 answers)
- https://valiotti.com/customer-analytics-tools (3 answers)

## Warned against

- Amplitude: 11 of 35 labels negative. "What to Avoid at This Stage | Amplitude | Charges on both events and users—expensive quickly" (Qwen 3.7 Flash, budget prompt)
- Qualtrics: 8 of 11 labels negative. "Avoid unless you have enterprise budgets and dedicated teams... Users consistently cite a "steep learning curve"..."}" (MiniMax M2.5, negative prompt)
- Adobe Customer Journey Analytics: 8 of 9 labels negative. "Steep learning curve, overwhelming complexity, expensive for smaller organizations" (Kimi K2, negative prompt)
- Tealium: 5 of 6 labels negative. "General Enterprise CDPs (Tealium, Segment Business, mParticle, Adobe) - Why avoid:" (GLM 4.7 FlashX, negative prompt)

## Record

- Method: https://gtm-ai-index.com/methodology/
- Raw judge labels and full responses: https://gtm-ai-index.com/data/
- License: CC BY 4.0. Cite as GTM AI Recommendation Index, September 2026 Edition, gtm-ai-index.com.