# InfoSum: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 42 judge labels across 3 categories by 14 of 14 models. Page: https://www.gane.ai/index/gtm/vendors/infosum

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [Data clean rooms](https://www.gane.ai/index/gtm/gtm-data/data-clean-rooms/index.md) | 3% | 7 | 26% | 38 |
| [Data management platforms](https://www.gane.ai/index/gtm/gtm-data/data-management-platforms/index.md) | 0% | 44 | 0% | 3 |
| [Identity resolution](https://www.gane.ai/index/gtm/gtm-data/identity-resolution/index.md) | 0% | 57 | 0% | 1 |

## What the models said for it

- "Prefer neutral, interoperable platforms (like Snowflake, Databricks, AWS Clean Rooms, InfoSum, or independent providers)" (DeepSeek V4 Flash, Data clean rooms)
- "For broad collaboration across ecosystems: LiveRamp or InfoSum." (Grok 4.20, Data clean rooms)
- "Top Pick: InfoSum ... Highest level of security compliance" (Qwen 3.7 Flash, Data clean rooms)
- "InfoSum would be the strongest default recommendation" (Perplexity Sonar, Data clean rooms)

## And against it

- "the $50k–$100k+ annual licensing fee for neutral enterprise tools (e.g., LiveRamp, InfoSum) won't deliver a positive ROI" (Gemini 3.5 Flash, Data clean rooms)
- "Avoid enterprise platforms initially: Skip InfoSum, Habu, or LiveRamp" (DeepSeek V4 Flash, Data clean rooms)
- "Avoid Snowflake, LiveRamp, InfoSum, or Decentriq" (Perplexity Sonar, Data clean rooms)
- "these are often more enterprise-oriented and may be less budget-friendly depending on scope and contracts" (GPT-5.4 mini, Data clean rooms)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 1 | 2 |
| Gemini 3.5 Flash | 0 | 5 | 1 | 1 | 7 |
| Perplexity Sonar | 1 | 1 | 0 | 1 | 3 |
| Grok 4.20 | 1 | 0 | 2 | 3 | 6 |
| Mistral Small | 0 | 0 | 2 | 1 | 3 |
| DeepSeek V4 Flash | 1 | 1 | 1 | 2 | 5 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 1 | 0 | 2 |
| Kimi K2 | 0 | 1 | 3 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 0 | 2 | 0 | 0 | 2 |

## Sources returned with these answers

The sites and pages cited by the answers that named InfoSum, from 95 of the 109 answers that named it (only the models that return a source list).

### Domains cited

- decentriq.com: 45
- liveramp.com: 45
- g2.com: 34
- guideflow.com: 33
- gane.ai/index: 30
- digitalapplied.com: 29
- aws.amazon.com: 25
- data-axle.com: 25
- docs.snowflake.com: 25
- forrester.com: 25

### Pages cited

- https://liveramp.com/blog/what-to-look-for-in-a-data-clean-room-provider-a-guide: 35
- https://decentriq.com/article/data-clean-rooms-compared: 33
- https://guideflow.com/blog/data-clean-room-software: 33
- https://digitalapplied.com/blog/data-clean-rooms-advertising-2026-marketer-decision-guide: 29
- https://data-axle.com/resources/blog/data-clean-rooms-explained-marketers: 24
- https://forrester.com/report/the-data-clean-room-solutions-landscape-q4-2024/RES181875: 22
- https://rajeshkumar.xyz/blog/data-clean-rooms: 17
- https://docs.snowflake.com/en/user-guide/cleanrooms/about: 14

## In its own words

What InfoSum's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: InfoSum is the leading data collaboration platform, using privacy-enhancing technology to unlock the power of first-party data safely and at scale. (https://infosum.com/)
- For: organizations (https://www.infosum.com/platform/privacy)
- Customers named: ITV, Lenovo, Carwow, Tesco, Heineken, Eyeota, WPP, Tripadvisor

## What it publishes

Every page infosum.com exposes, read 2026-09-29: 619 addresses. By kind, pages and the last 90 days:

- blog: 236 pages, 0 in the last 90 days, latest undated
- case study: 14 pages, 0 in the last 90 days, latest undated
- webinar or virtual event: 1 pages, 0 in the last 90 days, latest undated
- conference or event: 30 pages, 0 in the last 90 days, latest undated
- report or ebook: 1 pages, 0 in the last 90 days, latest undated
- comparison: 2 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 7 pages, 0 in the last 90 days, latest undated
- podcast or video: 145 pages, 0 in the last 90 days, latest undated
- news or press: 3 pages, 0 in the last 90 days, latest undated

## 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.