3 categories · RankedInfoSum
InfoSum is a data clean room and identity resolution platform for privacy-safe data collaboration · infosum.com ↗
Read the same way at every company size.
The standing depends on who is buying. Every model is asked the same questions for each company size.
AWS Clean Rooms is first at 19%.
Snowflake Data Clean Rooms is first at 27%. 1 of 14 models made it the first choice when asked directly.
Snowflake Data Clean Rooms is first at 52%.
Why models recommend it
“Prefer neutral, interoperable platforms (like Snowflake, Databricks, AWS Clean Rooms, InfoSum, or independent providers)”DeepSeek V4 Flash · Negative question · first choice
“For broad collaboration across ecosystems: LiveRamp or InfoSum.”Grok 4.20 · Comparative question · first choice
“Top Pick: InfoSum ... Highest level of security compliance”Qwen 3.7 Flash · Direct question · first choice
“InfoSum would be the strongest default recommendation”Perplexity Sonar · Paraphrase question · first choice
What gives them pause
“the $50k–$100k+ annual licensing fee for neutral enterprise tools (e.g., LiveRamp, InfoSum) won't deliver a positive ROI”Gemini 3.5 Flash · Budget-constrained question · warning
“Avoid enterprise platforms initially: Skip InfoSum, Habu, or LiveRamp”DeepSeek V4 Flash · Budget-constrained question · warning
“Avoid Snowflake, LiveRamp, InfoSum, or Decentriq”Perplexity Sonar · Budget-constrained question · warning
“these are often more enterprise-oriented and may be less budget-friendly depending on scope and contracts”GPT-5.4 mini · Budget-constrained question · warning
Also on the shortlist
The products named in the same answers as InfoSum, over the 109 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 91 | 36 | Compare → | |
| 85 | 19 | Compare → | |
| 68 | 2 | Compare → | |
| 59 | 4 | Compare → | |
| 51 | 1 | View → | |
| 46 | 5 | Compare → | |
| 46 | 2 | Compare → | |
| 46 | 1 | View → | |
| 28 | 2 | Compare → | |
| 16 | 2 | View → |
What the models named instead of InfoSum →
A side-by-side page exists where both products are among a category's top eight.
At a glance
Stated on InfoSum's own site, not checked by Gane.
- For
- organizations
- Customers named
- ITV, Lenovo, Carwow, Tesco, Heineken, Eyeota, WPP, Tripadvisor
How this is measured
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →Sources returned with these answers
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted. These counts come from 95 of the 109 answers that named InfoSum and are not a share of its labels.
Domains cited
286 of the 316 domain citations in answers naming InfoSum came from a third party's page. Thirty were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages cited
Pages are listed as the models cited them.
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 |
What it publishes
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 236 | undated | Identity | ||
| Podcast or video | 145 | undated | Identity | ||
| Conference or event | 30 | undated | |||
| Case study | 14 | undated | |||
| Glossary or explainer | 7 | undated | |||
| News or press | 3 | undated | |||
| Comparison | 2 | undated | |||
| Webinar or virtual event | 1 | undated | |||
| Report or ebook | 1 | undated |
How it is countedHide how it is counted
Every page infosum.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.