# Data management platforms for enterprise buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "data management platform for audiences" and as "DMP", 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/data-management-platforms/enterprise

**Standing:** Salesforce Data Cloud leads with 40% of first choices; verdict contested. 53 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Salesforce Data Cloud](https://www.gane.ai/index/gtm/vendors/salesforce-data-cloud/index.md) | 40% | 10% | 39 |
| 2 | [Adobe Real-Time CDP](https://www.gane.ai/index/gtm/vendors/adobe-real-time-cdp/index.md) | 13% | 19% | 31 |
| 3 | [Adobe Audience Manager](https://www.gane.ai/index/gtm/vendors/adobe-audience-manager/index.md) | 6% | 52% | 21 |
| 4 | [Hightouch](https://www.gane.ai/index/gtm/vendors/hightouch/index.md) | 4% | 0% | 19 |
| 7 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/gtm/vendors/informatica-intelligent-data-management-cloud/index.md) | 2% | 20% | 25 |
| 8 | [Microsoft Purview](https://www.gane.ai/index/gtm/vendors/microsoft-purview/index.md) | 2% | 7% | 14 |
| 9 | [Tealium Customer Data Hub](https://www.gane.ai/index/gtm/vendors/tealium-customer-data-hub/index.md) | 2% | 15% | 20 |
| 10 | [Segment](https://www.gane.ai/index/gtm/vendors/segment/index.md) | 2% | 21% | 19 |
| 12 | [mParticle](https://www.gane.ai/index/gtm/vendors/mparticle/index.md) | 2% | 10% | 10 |
| 22 | [Salesforce Audience Studio](https://www.gane.ai/index/gtm/vendors/salesforce-audience-studio/index.md) | 2% | 80% | 10 |
| 23 | [Databricks Lakehouse](https://www.gane.ai/index/gtm/vendors/databricks-lakehouse/index.md) | 0% | 5% | 21 |
| 24 | [Snowflake](https://www.gane.ai/index/gtm/vendors/snowflake/index.md) | 0% | 14% | 22 |

Rank is by share of first choices among all 159 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: ActionIQ, Treasure Data; alternatives Adobe Audience Manager, Hightouch, Oracle Customer Data Management Cloud, Tealium Customer Data Hub
- GPT-5.4 mini: Salesforce Data Cloud; alternatives Tealium Customer Data Hub, mParticle
- Gemini 3.5 Flash: Adobe Real-Time CDP; alternatives 6sense, Census, Demandbase, Hightouch
- Perplexity Sonar: Adobe Real-Time CDP; alternatives 6sense, Demandbase, Salesforce Data Cloud
- Grok 4.20: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Oracle Unity, Segment
- Mistral Small: Adobe Real-Time CDP, Salesforce Data Cloud; alternatives Hightouch, Segment, Tealium AudienceStream CDP
- DeepSeek V4 Flash: Adobe Real-Time CDP, Salesforce Data Cloud; alternatives Hightouch, Oracle Unity
- Llama 4 Maverick: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Hightouch
- Qwen 3.7 Flash: Adobe Real-Time CDP, Salesforce Audience Studio; alternatives Lotame Spherical, Segment, Zeotap
- Kimi K2: Salesforce Data Cloud; alternatives 6sense, Adobe Real-Time CDP, Demandbase, Segment
- GLM 4.7 FlashX: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, GrowthLoop, Tealium Customer Data Hub, Zeotap CDP
- MiniMax M2.5: Salesforce Data Cloud; alternatives 6sense Revenue Marketing, Databricks Lakehouse, Demandbase, Microsoft Purview
- GPT-6 Luna: Adobe Real-Time CDP B2B, Salesforce Data Cloud
- Muse Glimmer 30B: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Segment, Tealium Customer Data Hub

## Sources the answers cite

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

- g2.com: 25 answers, 40 citations
- gane.ai/index: 25 answers, 32 citations
- guideflow.com: 20 answers, 21 citations
- gartner.com: 16 answers, 20 citations
- cdp.com: 14 answers, 18 citations
- peerspot.com: 12 answers, 15 citations
- experienceleague.adobe.com: 11 answers, 19 citations
- ness.com: 11 answers, 11 citations

Pages named in the most answers:

- https://guideflow.com/blog/data-management-platform (19 answers)
- https://gane.ai/index/gtm/gtm-data/data-management-platforms/enterprise (14 answers)
- https://g2.com/categories/data-management-platform-dmp/enterprise (12 answers)
- https://gartner.com/reviews/market/data-management-platforms (12 answers)
- https://peerspot.com/categories/data-management-platforms-dmp (10 answers)
- https://ness.com/blog/enterprise-data-management-platforms (9 answers)
- https://techrepublic.com/article/best-data-management-software (9 answers)
- https://improvado.io/blog/enterprise-data-management-tools (8 answers)
- https://zapier.com/blog/customer-data-platform (8 answers)
- https://forbes.com/advisor/business/software/best-customer-data-platform (7 answers)

## Warned against

- Oracle BlueKai: 11 of 16 labels negative. "Oracle BlueKai and Adobe Real-Time CDP are mentioned as platforms to be cautious about, with Oracle BlueKai having a high negative share" (Llama 4 Maverick, negative prompt)
- Salesforce Audience Studio: 8 of 10 labels negative. "this offering has been wound down. Enterprises relying on legacy data integration patterns tied to these specific tools must migrate immediately" (Qwen 3.7 Flash, negative prompt)
- Adobe Audience Manager: 11 of 21 labels negative. "Avoid traditional DMPs (Adobe Audience Manager, legacy Oracle BlueKai) for new B2B implementations" (Kimi K2, direct prompt)
- Adobe Real-Time CDP: 6 of 31 labels negative. "Adobe Real-Time CDP being labeled as "opaque usage-based" and having a low share" (Llama 4 Maverick, negative prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Salesforce Data Cloud at 40%.

- Salesforce Data Cloud: 21% to 40%, +19. Cleared the floor by 8 points · rank 1 of 159, unchanged.
- Hightouch: 9% to 4%, −5. Inside the floor by 6 points · rank 3 → 4 of 159.
- Tealium Customer Data Hub: 7% to 2%, −5. Inside the floor by 6 points · rank 5 → 9 of 159.
- Adobe Real-Time CDP: 17% to 13%, −4. Inside the floor by 7 points · rank 2 of 159, unchanged.
- Adobe Audience Manager: 3% to 6%, +3. Inside the floor by 8 points · rank 9 → 3 of 159.
- Informatica Intelligent Data Management Cloud: 5% to 2%, −3. Inside the floor by 8 points · rank 6 → 7 of 159.
- mParticle: 0% to 2%, +2. Inside the floor by 9 points · rank 36 → 12 of 159.
- Snowflake: 2% to 0%, −2. Inside the floor by 9 points · rank 10 → 24 of 159.
- Microsoft Purview: 2% to 2%, ±0. Inside the floor by 11 points · rank 12 → 8 of 159.
- Segment: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 → 10 of 159.
- Salesforce Audience Studio: 2% to 2%, ±0. Inside the floor by 11 points · rank 22 of 159, unchanged.
- Databricks Lakehouse: 0% to 0%, ±0. Inside the floor by 11 points · rank 23 of 159, unchanged.

## 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.