Data clean rooms · October 2026 Edition
Snowflake Data Clean Rooms vs InfoSum
Six of fourteen models named Snowflake Data Clean Rooms first on the direct prompt; one named InfoSum. Both were named by all fourteen models and Snowflake Data Clean Rooms carries 52 labels and InfoSum 39, so the shares are not directly comparable.
By Snowflake Inc., San Mateo, United States, founded 2012. Named in one category this edition.
Named in three categories this edition.
First-choice share19%10%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate10%23%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 10; printed, not drawn.
Labels5239A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Snowflake Data Clean Rooms reading right to left. Rank and label count are printed, not drawn.Snowflake Data Clean Rooms vs AWS Clean Rooms · Snowflake Data Clean Rooms vs Amazon Marketing Cloud · Snowflake Data Clean Rooms vs Google Ads Data Hub
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the data clean rooms page.
By framing
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
Snowflake Data Clean RoomsFirst choices, of fourteen modelsInfoSum
Direct613 against InfoSum
Paraphrase351 against InfoSum
Comparative501 against InfoSum
Budget-constrained103 against Snowflake Data Clean Rooms · 4 against InfoSum
Scale-constrained10
Negative002 against Snowflake Data Clean Rooms
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Across every category in the October 2026 Edition, Snowflake Data Clean Rooms and InfoSum were named in the same answer ninety times, of the 158 answers naming Snowflake Data Clean Rooms and the 119 naming InfoSum. In those answers InfoSum took the first choice six times and Snowflake Data Clean Rooms seventeen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Snowflake Data Clean Rooms and InfoSum stood in it.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | | | |||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | | | |
| Perplexity Sonar | | | | |||
| Grok 4.1 Fast | | | | | | |
| Mistral Small | | | ||||
| DeepSeek V4 Flash | | | | | | |
| Llama 4 Maverick | | |||||
| Qwen 3.7 Flash | | | | | ||
| Kimi K2 | | | | |||
| GLM 4.7 FlashX | | | | | ||
| MiniMax M2.5 | | |||||
| GPT-6 Luna | | | | | ||
| Muse Glimmer 30B | | | |
Snowflake Data Clean Rooms InfoSum first choice named as an alternative argued againstblank: not namedEach cell is one answer, Snowflake Data Clean Rooms on the left and InfoSum on the right.The direct prompt
The plain question, one answer per model, grouped by where Snowflake Data Clean Rooms and InfoSum stood in it.
Snowflake Data Clean Rooms first, InfoSum an alternative
6 of 14 modelsInfoSum was named in the answer but not as the choice, or not at all.Claude Haiku 4.5Databricks Clean Rooms, LiveRamp Safe Haven, Snowflake Data Clean Rooms alternatives: Apollo.io
Perplexity SonarSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, InfoSum, LiveRamp Clean Room
Grok 4.1 FastAWS Clean Rooms, Snowflake Data Clean Rooms alternatives: Decentriq, InfoSum, LiveRamp Clean Room
GLM 4.7 FlashXSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, Amazon Marketing Cloud, Google Ads Data Hub, Habu, LiveRamp Relate
GPT-6 LunaSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, BigQuery Data Clean Rooms, LiveRamp Clean Room
Muse Glimmer 30BSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, Amazon Marketing Cloud, Google Ads Data Hub, LiveRamp Data Collaboration Platform powered by Habu
InfoSum first, Snowflake Data Clean Rooms not the choice
1 of 14 modelsSnowflake Data Clean Rooms was named in the answer but not as the choice, or not at all.Mistral SmallInfoSum alternatives: Decentriq, Habu, LiveRamp Clean Room
Neither was the first choice, one was named
5 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniAWS Clean Rooms alternatives: Acxiom, Databricks Clean Rooms, Snowflake Data Clean Rooms
Gemini 3.5 FlashCrossbeam alternatives: Amazon Marketing Cloud, Google Ads Data Hub, Salesforce Data Cloud DCR, Snowflake Data Clean Rooms
DeepSeek V4 FlashOptable alternatives: AWS Clean Rooms, Snowflake Data Clean Rooms
Qwen 3.7 FlashLiveRamp Clean Room alternatives: Google Ads, Meta Advanced Analytics, Snowflake Data Clean Rooms, The Trade Desk
Kimi K2Optable alternatives: Habu, Snowflake Data Clean Rooms
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.Llama 4 MaverickAmazon Marketing Cloud
MiniMax M2.5Amazon Marketing Cloud alternatives: Deciq
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Snowflake Data Clean Rooms leads by five points.
Snowflake Data Clean Rooms5%#4 of 12InfoSum0%#11 of 12Mid-marketThe figures above
Snowflake Data Clean Rooms leads by eight points.
Snowflake Data Clean Rooms19%#1 of 10InfoSum10%#4 of 10Enterprise
Snowflake Data Clean Rooms leads by twenty-seven points.
Snowflake Data Clean Rooms38%#1 of 9InfoSum11%#3 of 9What the models said about Snowflake Data Clean Rooms
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Usage-based through Snowflake consumption; costs scale with data volume” Kimi K2 · budget prompt · hard negative
“Cloud-based (e.g., AWS Clean Rooms, Snowflake, Databricks) | Strong infrastructure, but integration complexity and variable TCO” Grok 4.1 Fast · negative prompt · soft negative
“Snowflake and AWS Clean Rooms get reasonable marks when properly configured — but watch for the cost/complexity pitfalls” DeepSeek V4 Flash · negative prompt · soft negative
“Choose Snowflake, Databricks, or AWS if you already have a mature data team, store most of your data in these warehouses” Gemini 3.5 Flash · comparative prompt · first choice
“Start with Snowflake Secure Data Sharing/Clean Rooms. It offers the highest probability of successful collaborations” Qwen 3.7 Flash · paraphrase prompt · first choice
“Choose Snowflake if you are a data-led organization that needs to run complex SQL queries, ensure strict data governance” GLM 4.7 FlashX · comparative prompt · first choice
What the models said about InfoSum
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid enterprise SaaS (e.g., LiveRamp, InfoSum) at $500+/month unless trialing.” Grok 4.1 Fast · budget prompt · hard negative
“pricing and complexity are often overkill for mid-market needs” DeepSeek V4 Flash · direct prompt · hard negative
“like LiveRamp (Habu), InfoSum, or Decentriq is rarely feasible, as licensing fees for these platforms often run in the tens or hundreds of thousands of dollars annually” Gemini 3.5 Flash · budget prompt · soft negative
“InfoSum – Praised for its flexible collaboration capabilities and suitability for mid-market needs, without requiring enterprise-scale resources.” Mistral Small · direct prompt · first choice
“I would recommend InfoSum as a privacy-safe data collaboration platform for a mid-sized B2B company.” Llama 4 Maverick · paraphrase prompt · first choice
“I would recommend InfoSum if your priority is privacy-safe data collaboration with partners” Perplexity Sonar · paraphrase prompt · first choice
Also compared
Snowflake Data Clean Rooms vs AWS Clean RoomsSnowflake Data Clean Rooms vs Amazon Marketing CloudSnowflake Data Clean Rooms vs Google Ads Data HubSnowflake Data Clean Rooms vs DecentriqSnowflake Data Clean Rooms vs Databricks Clean RoomsSnowflake Data Clean Rooms vs HabuAWS Clean Rooms vs InfoSumAmazon Marketing Cloud vs InfoSumInfoSum vs Google Ads Data HubInfoSum vs DecentriqInfoSum vs Databricks Clean RoomsInfoSum vs HabuAll twenty-eight head-to-head pages and the full data clean rooms standing
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.