# Customer intelligence and data science for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 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 an enterprise B2B company. Page: https://www.gane.ai/index/gtm/gtm-data/customer-intelligence-and-data-science/2026-11/enterprise

**Standing:** Adobe Customer Journey Analytics leads with 25% of first choices; verdict contested. 51 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Adobe Customer Journey Analytics](https://www.gane.ai/index/gtm/vendors/adobe-customer-journey-analytics/index.md) | 25% | 4% | 25 |
| 2 | [Salesforce Data Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-data-cloud/index.md) | 12% | 17% | 23 |
| 3 | [Amplitude](https://www.gane.ai/index/gtm/vendors/amplitude/index.md) | 6% | 25% | 44 |
| 4 | [Microsoft Dynamics 365 Customer Insights](https://www.gane.ai/index/gtm/vendors/microsoft-dynamics-365-customer-insights/index.md) | 6% | 0% | 12 |
| 5 | [Gainsight CS](https://www.gane.ai/index/gtm/vendors/gainsight-cs/index.md) | 4% | 0% | 16 |
| 6 | [Mixpanel](https://www.gane.ai/index/gtm/vendors/mixpanel/index.md) | 4% | 27% | 37 |
| 11 | [Qualtrics CustomerXM](https://www.gane.ai/index/gtm/vendors/qualtrics-customerxm/index.md) | 2% | 17% | 18 |
| 12 | [SAS Customer Intelligence 360](https://www.gane.ai/index/gtm/vendors/sas-customer-intelligence-360/index.md) | 2% | 9% | 11 |
| 14 | [Adobe Real-Time CDP](https://www.gane.ai/index/gtm/vendors/adobe-real-time-cdp/index.md) | 2% | 20% | 15 |
| 25 | [Contentsquare](https://www.gane.ai/index/gtm/vendors/contentsquare/index.md) | 0% | 15% | 13 |
| 30 | [Pendo](https://www.gane.ai/index/gtm/vendors/pendo/index.md) | 0% | 10% | 10 |
| 33 | [Medallia Experience Cloud](https://www.gane.ai/index/gtm/vendors/medallia-experience-cloud/index.md) | 0% | 21% | 14 |

Rank is by share of first choices among all 164 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: Chattermill; alternatives ActionIQ, Gainsight CS, Leadspace, Outreach
- GPT-5.4 mini: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Segment, Tealium, mParticle
- Gemini 3.5 Flash: Gainsight CS; alternatives 6sense, Amplitude, Databricks, Gong
- Perplexity Sonar: Salesforce Data Cloud; alternatives Gainsight CS, Leadspace, Qualtrics CustomerXM
- Grok 4.20: Einstein, Salesforce Customer 360; alternatives ActionIQ, Amperity, Clari Copilot, Gainsight CS
- Mistral Small: Chattermill; alternatives Enterpret, Gainsight CS, Qualtrics CustomerXM, Salesforce Data Cloud
- DeepSeek V4 Flash: Adobe Customer Journey Analytics; alternatives Amplitude, Gainsight CS, Gong, Outreach
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Salesforce; alternatives Adobe Experience Cloud, Amplitude, Tealium
- Kimi K2: Adobe Real-Time CDP, Salesforce Data Cloud; alternatives 6sense, Demandbase, Gainsight CS, Tableau
- GLM 4.7 FlashX: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Amplitude, Cometly, Dreamdata
- MiniMax M2.5: Microsoft Dynamics 365 Customer Insights; alternatives Oracle Analytics, Qlik, Salesforce/Tableau, Tealium Customer Data Platform
- GPT-6 Luna: Amplitude, Gainsight CS; alternatives 6sense
- Muse Glimmer 30B: Salesforce Data Cloud; alternatives Adobe Customer Journey Analytics, Microsoft Dynamics 365 Customer Insights

## Sources the answers cite

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

- g2.com: 20 answers, 31 citations
- waitwellsoftware.com: 17 answers, 17 citations
- enterpret.com: 15 answers, 17 citations
- business.adobe.com: 14 answers, 32 citations
- chattermill.com: 13 answers, 14 citations
- amplitude.com: 12 answers, 18 citations
- cxtoday.com: 12 answers, 16 citations
- verifiedmarketresearch.com: 11 answers, 14 citations

Pages named in the most answers:

- https://waitwellsoftware.com/resources/articles/best-customer-analytics-software (17 answers)
- https://darwinapps.com/blog/12-customer-journey-analytics-tools-for-b2b-saas-2026-comparison (11 answers)
- https://basedash.com/blog/best-customer-facing-analytics-platforms-for-saas-2026 (9 answers)
- https://knowi.com/blog/best-customer-facing-analytics-tools-2026 (9 answers)
- https://cxtoday.com/choosing-a-cx-analytics-platform-avoid-these-costly-mistakes (8 answers)
- https://chattermill.com/blog/best-customer-intelligence-tools (7 answers)
- https://hellocustomer.com/en/blog/10-best-customer-experience-analytics-software (7 answers)
- https://cxeverywhere.com/tools/customer-intelligence-platforms (6 answers)
- https://databricks.com/blog/enterprise-analytics-platform-evaluation (6 answers)
- https://enterpret.com/guides/best-customer-feedback-analysis-tools-for-large-companies (6 answers)

## Warned against

- Amplitude: 11 of 44 labels negative. "Amplitude also receives a high number of negative labels from AI models, with issues cited around data security, scalability, and cost predictability" (Mistral Small, negative prompt)
- Mixpanel: 10 of 37 labels negative. "Verdict": Exercise extreme caution, especially if you handle sensitive customer data... The security breach alone should trigger a thorough security audit" (Muse Glimmer 30B, negative prompt)
- Google Analytics 4: 5 of 7 labels negative. "Some specific platforms that are mentioned as being potentially problematic include Google Analytics 4, which is not suitable for enterprises that need sub-user-level data exports, HIPAA compliance, or real-time alerting." (Llama 4 Maverick, negative prompt)
- Segment: 6 of 21 labels negative. "GTM AI Index records 33% negative labels for Segment... opaque pricing, steep admin overhead and long implementation timelines" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Adobe Customer Journey Analytics at 25%.

- Adobe Customer Journey Analytics: 19% to 25%, +6. Inside the floor by 5 points · rank 1 of 164, unchanged.
- Gainsight CS: 9% to 4%, −5. Inside the floor by 6 points · rank 3 → 5 of 164.
- Amplitude: 8% to 6%, −2. Inside the floor by 9 points · rank 4 → 3 of 164.
- Microsoft Dynamics 365 Customer Insights: 4% to 6%, +2. Inside the floor by 9 points · rank 7 → 4 of 164.
- Microsoft Power BI: 6% to 4%, −2. Inside the floor by 9 points · rank 5 → 8 of 164.
- Qualtrics CustomerXM: 0% to 2%, +2. Inside the floor by 9 points · rank 27 → 11 of 164.
- SAS Customer Intelligence 360: 0% to 2%, +2. Inside the floor by 9 points · rank 113 → 12 of 164.
- Adobe Real-Time CDP: 0% to 2%, +2. Inside the floor by 9 points · rank 45 → 14 of 164.
- Salesforce Data Cloud: 11% to 12%, +1. Inside the floor by 10 points · rank 2 of 164, unchanged.
- Mixpanel: 4% to 4%, ±0. Inside the floor by 11 points · rank 9 → 6 of 164.
- Contentsquare: 0% to 0%, ±0. Inside the floor by 11 points · rank 26 → 25 of 164.
- Pendo: 0% to 0%, ±0. Inside the floor by 11 points · rank 122 → 30 of 164.

## 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.