Data clean rooms · November 2026 Edition
Amazon Marketing Cloud vs InfoSum
Zero of fourteen models named Amazon Marketing Cloud first on the direct prompt; one named InfoSum. Both were named by all fourteen models and Amazon Marketing Cloud carries 36 labels and InfoSum 38, so the shares are not directly comparable.
Amazon Marketing Cloud
criticized challengerBy Amazon, Seattle, United States, founded 1994. Named in two categories this edition.
Named in three categories this edition.
First-choice share17%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate25%26%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#7A position in a field of 11; printed, not drawn.
Labels3638A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Amazon Marketing Cloud reading right to left. Rank and label count are printed, not drawn.Snowflake Data Clean Rooms was named alongside these two in thirteen of the fourteen direct answers. Snowflake Data Clean Rooms vs Amazon Marketing Cloud · Snowflake Data Clean Rooms vs InfoSum · Amazon Marketing Cloud 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.
Amazon Marketing CloudFirst choices, of fourteen modelsInfoSum
Direct011 against Amazon Marketing Cloud · 2 against InfoSum
Paraphrase012 against Amazon Marketing Cloud
Comparative01
Budget-constrained1105 against InfoSum
Scale-constrained001 against Amazon Marketing Cloud
Negative015 against Amazon Marketing Cloud · 3 against InfoSum
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 November 2026 Edition, Amazon Marketing Cloud and InfoSum were named in the same answer forty-six times, of the 83 answers naming Amazon Marketing Cloud and the 109 naming InfoSum. In those answers InfoSum took the first choice four times and Amazon Marketing Cloud five.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where Amazon Marketing Cloud and InfoSum stood in it.
| Model | DirectAM | ParaphraseAM | ComparativeAM | Budget-constrainedAM | Scale-constrainedAM | NegativeAM |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | AM | | AM | |||
| GPT-5.4 mini | | | ||||
| Gemini 3.5 Flash | | | AM | AM | AM | |
| Perplexity Sonar | AM | | AM | AM | ||
| Grok 4.20 | AM | AM | | AM | AM | |
| Mistral Small | AM | AM | ||||
| DeepSeek V4 Flash | AM | AM | AM | AM | AM | AM |
| Llama 4 Maverick | AM | AM | AM | |||
| Qwen 3.7 Flash | | AM | ||||
| Kimi K2 | AM | AM | ||||
| GLM 4.7 FlashX | AM | |||||
| MiniMax M2.5 | | AM | ||||
| GPT-6 Luna | | AM | AM | |||
| Muse Glimmer 30B | | AM |
AM Amazon Marketing Cloud InfoSumAM first choiceAM named as an alternativeAM argued againstblank: not namedEach cell is one answer, Amazon Marketing Cloud on the left and InfoSum on the right.
InfoSumAM first choiceAM named as an alternativeAM argued againstblank: not namedEach cell is one answer, Amazon Marketing Cloud on the left and InfoSum on the right.The direct prompt
The plain question, one answer per model, grouped by where Amazon Marketing Cloud and InfoSum stood in it.
InfoSum first, Amazon Marketing Cloud not the choice
1 of 14 modelsAmazon Marketing Cloud was named in the answer but not as the choice, or not at all.Qwen 3.7 FlashGravic Clean Room, InfoSum, Snowflake Data Exchange / Partner Extensions alternatives: Salesforce Identity Resolution
Neither was the first choice, one was named
8 of 14 modelsThe answer put something else first and named one of the two as an alternative.Claude Haiku 4.5AWS Clean Rooms, Snowflake Data Clean Rooms alternatives: Amazon Marketing Cloud, Google Ads Data Hub
Gemini 3.5 FlashDatabricks Clean Rooms, Snowflake Data Clean Rooms alternatives: Google BigQuery Data Clean Rooms, Habu, InfoSum
Grok 4.20Snowflake Data Clean Rooms alternatives: AWS Clean Rooms, Amazon Marketing Cloud, Google Cloud BigQuery or Ads Data Hub, LiveRamp Clean Room
DeepSeek V4 FlashSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, Amazon Marketing Cloud, Crossbeam, Google Ads Data Hub, LiveRamp Clean Room
Llama 4 MaverickGoogle Ads Data Hub alternatives: AWS Clean Rooms, Amazon Marketing Cloud, Meta Advanced Analytics, Snowflake Data Clean Rooms
Kimi K2AWS Clean Rooms, Snowflake Data Clean Rooms alternatives: Amazon Marketing Cloud, Crossbeam, Google Ads Data Hub, InfoSum
MiniMax M2.5LiveRamp Safe Haven, Snowflake Data Clean Rooms alternatives: AWS Clean Rooms, InfoSum
Muse Glimmer 30BSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, InfoSum, LiveRamp Safe Haven
Neither was named
5 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniSnowflake Data Clean Rooms alternatives: AWS Clean Rooms
Perplexity SonarSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, Databricks Clean Rooms, LiveRamp Clean Room
Mistral SmallSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, LiveRamp Clean Room
GLM 4.7 FlashXCrossbeam alternatives: Google Ads Data Hub, Snowflake Data Clean Rooms
GPT-6 LunaSnowflake Data Clean Rooms alternatives: AWS Clean Rooms, Databricks Clean Rooms
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
Amazon Marketing Cloud leads by eight points.
Amazon Marketing Cloud8%#4 of 13
InfoSum0%#12 of 13Mid-marketThe figures above
Amazon Marketing Cloud leads by fourteen points.
Amazon Marketing Cloud17%#2 of 11
InfoSum3%#7 of 11Enterprise
The order flips: InfoSum leads at enterprise.
InfoSum6%#4 of 11Amazon Marketing Cloud0%#10 of 11
The full enterprise standing →What the models said about Amazon Marketing Cloud
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“not relevant for most B2B data collaboration use cases” DeepSeek V4 Flash · paraphrase prompt · hard negative
“What to approach with caution: Native clean rooms operated by major media platforms (e.g., Google Ads Data Hub, Amazon Marketing Cloud, Meta Advanced Analytics)” Gemini 3.5 Flash · negative prompt · soft negative
“Walled Garden Clean Rooms (Use with Caution) ... Vendor lock-in ... be aware you're trading data sovereignty for convenience” DeepSeek V4 Flash · negative prompt · soft negative
“Best all‑around for most advertisers: Google Ads Data Hub (if you're Google‑heavy) or Amazon Marketing Cloud (if you're Amazon‑heavy). Both are free and easy to set up.” GLM 4.7 FlashX · budget prompt · first choice
“likely to be a free walled-garden option such as Google Ads Data Hub, Amazon Marketing Cloud, or Meta Advanced Analytics” Llama 4 Maverick · budget prompt · first choice
“Start with Amazon Marketing Cloud (AMC) or Google Ads Data Hub depending on where your biggest ad spend lies.” Qwen 3.7 Flash · budget 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.
“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 prompt · hard negative
“Avoid enterprise platforms initially: Skip InfoSum, Habu, or LiveRamp” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid Snowflake, LiveRamp, InfoSum, or Decentriq” Perplexity Sonar · budget prompt · hard negative
“Prefer neutral, interoperable platforms (like Snowflake, Databricks, AWS Clean Rooms, InfoSum, or independent providers)” DeepSeek V4 Flash · negative prompt · first choice
“For broad collaboration across ecosystems: LiveRamp or InfoSum.” Grok 4.20 · comparative prompt · first choice
“Top Pick: InfoSum ... Highest level of security compliance” Qwen 3.7 Flash · direct prompt · first choice
Also compared
Snowflake Data Clean Rooms vs Amazon Marketing CloudSnowflake Data Clean Rooms vs InfoSumAmazon Marketing Cloud vs Google Ads Data HubAmazon Marketing Cloud vs AWS Clean RoomsAmazon Marketing Cloud vs Meta Advanced AnalyticsAmazon Marketing Cloud vs Databricks Clean RoomsAmazon Marketing Cloud vs LiveRamp Clean RoomGoogle Ads Data Hub vs InfoSumAWS Clean Rooms vs InfoSumMeta Advanced Analytics vs InfoSumDatabricks Clean Rooms vs InfoSumInfoSum vs LiveRamp Clean RoomAll 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.