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Programmatic and display advertising · October 2026 Edition

Demandbase vs Meta Ads

Zero of fourteen models named Demandbase first on the direct prompt; zero named Meta Ads. Demandbase was named by fourteen of the fourteen models and Meta Ads by eight and Demandbase carries 28 labels and Meta Ads 10, so the shares are not directly comparable.

Demandbase

accepted challenger

San Francisco, United States, founded 2006. Named in twenty-four categories this edition.

Meta Ads

criticized challenger

By Meta Platforms, Menlo Park, United States, founded 2004. Named in seven categories this edition.

First-choice share3%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate4%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#6A position in a field of 13; printed, not drawn.
Labels2810A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Demandbase reading right to left. Rank and label count are printed, not drawn.StackAdapt was named alongside these two in eleven of the fourteen direct answers. StackAdapt vs Demandbase · StackAdapt vs Meta Ads · The Trade Desk vs Demandbase

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 programmatic and display advertising page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
DemandbaseFirst choices, of fourteen modelsMeta Ads
Direct001 against Demandbase
Paraphrase20
Comparative00
Budget-constrained02
Scale-constrained00
Negative003 against Meta Ads
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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Demandbase and Meta Ads stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
Demandbase Meta Ads first choice named as an alternative argued againstblank: not namedEach cell is one answer, Demandbase on the left and Meta Ads on the right.

The direct prompt

The plain question, one answer per model, grouped by where Demandbase and Meta Ads stood in it.

Neither was the first choice, one was named

11 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5StackAdapt alternatives: AdRoll ABM, Basis, Demandbase, LinkedIn Campaign Manager
GPT-5.4 miniThe Trade Desk alternatives: Demandbase
Gemini 3.5 FlashStackAdapt alternatives: AdLib, AdRoll ABM, Demandbase, LinkedIn Campaign Manager
Perplexity SonarStackAdapt alternatives: Demandbase
Grok 4.1 FastStackAdapt alternatives: AdRoll ABM, Demandbase, Google Display & Video 360, LinkedIn Campaign Manager
Mistral SmallStackAdapt alternatives: 6sense, Demandbase, LiveRamp RampID
DeepSeek V4 FlashStackAdapt alternatives: AdRoll ABM, Basis, Demandbase
Qwen 3.7 FlashThe Trade Desk alternatives: 6sense, Demandbase, Google Display & Video 360, Spotware
Kimi K2StackAdapt alternatives: 6sense, Basis, Demandbase, LinkedIn Campaign Manager
GPT-6 LunaStackAdapt alternatives: 6sense, Demandbase, LinkedIn Campaign Manager
Muse Glimmer 30BStackAdapt alternatives: 6sense, AdRoll ABM, Basis, Demandbase, Simpli.fi

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Llama 4 MaverickStackAdapt
GLM 4.7 FlashXStackAdapt alternatives: AdRoll ABM, Hey Sid
MiniMax M2.5Google Marketing Platform, The Trade Desk alternatives: LinkedIn Campaign Manager, Media.net

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
Meta Ads leads by four points.
Meta Ads8%#3 of 15
Demandbase4%#7 of 15
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Demandbase3%#4 of 13
Meta Ads3%#6 of 13
The full mid-market standing →
Enterprise
The order flips: Demandbase leads at enterprise.
Demandbase24%#2 of 10
Meta Ads0%#– of 10
The full enterprise standing →

What the models said about Demandbase

No label in this category carried a quote.

What the models said about Meta Ads

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.

““very public quality-control challenges for platforms like YouTube and Facebook. Advertisers are worried their ads will show up next to offensive content”” Muse Glimmer 30B · negative prompt · soft negative
“Google Ads or Meta Ads are the best choices—no minimum spend, flexible daily budgets, and powerful targeting.” GLM 4.7 FlashX · budget prompt · first choice
Also compared

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.