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

Gane Index, October 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/2026-10/enterprise

This is the permanent record of the October 2026 Edition, published October 1, 2026 and superseded since.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/data-management-platforms/enterprise/index.md

**Standing:** Salesforce Data Cloud leads with 21% of first choices; verdict contested. 58 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) | 21% | 9% | 33 |
| 2 | [Adobe Real-Time CDP](https://www.gane.ai/index/gtm/vendors/adobe-real-time-cdp/index.md) | 17% | 19% | 31 |
| 3 | [Hightouch](https://www.gane.ai/index/gtm/vendors/hightouch/index.md) | 9% | 0% | 13 |
| 5 | [Tealium Customer Data Hub](https://www.gane.ai/index/gtm/vendors/tealium-customer-data-hub/index.md) | 7% | 24% | 17 |
| 6 | [Informatica Intelligent Data Management Cloud](https://www.gane.ai/index/gtm/vendors/informatica-intelligent-data-management-cloud/index.md) | 5% | 14% | 21 |
| 9 | [Adobe Audience Manager](https://www.gane.ai/index/gtm/vendors/adobe-audience-manager/index.md) | 3% | 44% | 16 |
| 10 | [Snowflake](https://www.gane.ai/index/gtm/vendors/snowflake/index.md) | 2% | 6% | 17 |
| 11 | [Segment](https://www.gane.ai/index/gtm/vendors/segment/index.md) | 2% | 21% | 14 |
| 23 | [Databricks Lakehouse](https://www.gane.ai/index/gtm/vendors/databricks-lakehouse/index.md) | 0% | 7% | 14 |
| 25 | [BigQuery](https://www.gane.ai/index/gtm/vendors/bigquery/index.md) | 0% | 15% | 13 |
| 26 | [Collibra](https://www.gane.ai/index/gtm/vendors/collibra/index.md) | 0% | 23% | 13 |
| 34 | [Alation](https://www.gane.ai/index/gtm/vendors/alation/index.md) | 0% | 36% | 11 |

Rank is by share of first choices among all 152 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: Salesforce Data Cloud; alternatives 6sense, Demandbase, Hightouch
- GPT-5.4 mini: Adobe Real-Time CDP B2B Edition; alternatives SAP Customer Data Platform, Salesforce Data Cloud
- Gemini 3.5 Flash: Adobe Real-Time CDP, Salesforce Data Cloud; alternatives 6sense, ActionIQ, Demandbase, Hightouch
- Perplexity Sonar: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Hightouch
- Grok 4.20: Salesforce Data Cloud; alternatives Adobe Real-Time CDP, Tealium Customer Data Hub, Treasure Data
- Mistral Small: Adobe Audience Manager, Adobe Real-Time CDP; alternatives SAS Customer Intelligence 360, Versium REACH
- DeepSeek V4 Flash: Hightouch, Salesforce Data Cloud; alternatives 6sense, Adobe Real-Time CDP, Demandbase, Oracle Unity
- Llama 4 Maverick: Adobe Real-Time CDP; alternatives Google Audience, Informatica Intelligent Data Management Cloud
- Qwen 3.7 Flash: Adobe Real-Time CDP; alternatives LiveRamp, Salesforce Data Cloud
- Kimi K2: Demandbase, Leadspace; alternatives 6sense, Salesforce Data Cloud, Terminus
- GLM 4.7 FlashX: Tealium Customer Data Hub; alternatives Adform DMP, Adobe Audience Manager, Demandbase, Oracle BlueKai
- MiniMax M2.5: Demandbase, ZoomInfo; alternatives Adobe Audience Manager, Leadspace
- GPT-6 Luna: Adobe Real-Time CDP B2B Edition; alternatives Hightouch, LiveRamp, Salesforce Data Cloud
- Muse Glimmer 30B: Leadspace B2B Customer Data Platform, ZoomInfo; alternatives Adobe Audience Manager, Adobe Real-Time CDP, Salesforce Data Cloud, Tealium AudienceStream CDP

## Sources the answers cite

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

- us.fitgap.com: 29 answers, 53 citations
- cdp.com: 27 answers, 43 citations
- improvado.io: 27 answers, 30 citations
- decentriq.com: 22 answers, 25 citations
- pipeline.zoominfo.com: 20 answers, 30 citations
- fortegrp.com: 19 answers, 19 citations
- g2.com: 18 answers, 36 citations
- matillion.com: 17 answers, 26 citations

Pages named in the most answers:

- https://improvado.io/blog/enterprise-data-management-tools (22 answers)
- https://decentriq.com/article/best-data-management-platforms (19 answers)
- https://fortegrp.com/insights/top-19-data-management-tools-platforms-in-the-usa (19 answers)
- https://ness.com/blog/enterprise-data-management-platforms (16 answers)
- https://cdp.com/basics/cdp-vendors (15 answers)
- https://us.fitgap.com/search/data-management-platforms-dmp/enterprise (15 answers)
- https://blog.hubspot.com/service/data-management-platform (14 answers)
- https://matillion.com/learn/blog/data-management-platforms (13 answers)
- https://matillion.com/learn/blog/data-management-platforms%23section-6 (12 answers)
- https://domo.com/learn/article/best-data-management-platforms (11 answers)

## Warned against

- Oracle BlueKai: 11 of 19 labels negative. "Oracle completely exited the advertising business, officially decommissioning all of its advertising products—including the BlueKai DMP" (Gemini 3.5 Flash, negative prompt)
- Adobe Real-Time CDP: 6 of 31 labels negative. "Avoid: Adobe Real-Time CDP (opaque usage-based)" (DeepSeek V4 Flash, budget prompt)
- Adobe Audience Manager: 7 of 16 labels negative. "Legacy Audience Manager still runs but receives minimal investment, so it should not be evaluated for a new build." (Muse Glimmer 30B, negative prompt)
- Salesforce Audience Studio: 7 of 9 labels negative. "Traditional, cookie-based DMPs (such as Oracle BlueKai or Salesforce Audience Studio) are largely legacy technologies" (Gemini 3.5 Flash, direct prompt)

## Movement since September 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Salesforce Data Cloud at 23%.

- Adobe Real-Time CDP: 12% to 21%, +9. Inside the floor by 2 points · rank 2 of 138, unchanged.
- ActionIQ: 5% to 0%, −5. Inside the floor by 6 points · rank 7 → 23 of 138.
- Salesforce Data Cloud: 20% to 23%, +3. Inside the floor by 8 points · rank 1 of 138, unchanged.
- Adobe Audience Manager: 7% to 4%, −3. Inside the floor by 8 points · rank 4 → 7 of 138.
- Treasure Data: 3% to 0%, −3. Inside the floor by 8 points · rank 9 → 27 of 138.
- Segment: 0% to 2%, +2. Inside the floor by 9 points · rank 149 → 9 of 138.
- Informatica Intelligent Data Management Cloud: 5% to 6%, +1. Inside the floor by 10 points · rank 6 → 4 of 138.
- Hightouch: 5% to 6%, +1. Inside the floor by 10 points · rank 5 of 138, unchanged.
- Tealium Customer Data Hub: 8% to 8%, ±0. Inside the floor by 11 points · rank 3 of 138, unchanged.
- Snowflake: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 → 8 of 138.
- Microsoft Purview: 2% to 2%, ±0. Inside the floor by 11 points · rank 14 → 13 of 138.
- Databricks Lakehouse: 0% to 0%, ±0. Inside the floor by 11 points · rank 25 → 20 of 138.

## 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.