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Programmatic and display advertising · October 2026 Edition

The Trade Desk vs Meta Ads

Three of fourteen models named The Trade Desk first on the direct prompt; zero named Meta Ads. The Trade Desk was named by fourteen of the fourteen models and Meta Ads by eight and The Trade Desk carries 59 labels and Meta Ads 10, so the shares are not directly comparable.

The Trade Desk

criticized challenger

By Trade Desk, Ventura, United States, founded 2009. Named in nine categories this edition.

Meta Ads

criticized challenger

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

First-choice share10%3%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate41%40%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#6A position in a field of 13; printed, not drawn.
Labels5910A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, The Trade Desk 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 The Trade Desk · StackAdapt vs Meta Ads · The Trade Desk vs Choozle

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.
The Trade DeskFirst choices, of fourteen modelsMeta Ads
Direct308 against The Trade Desk
Paraphrase106 against The Trade Desk
Comparative100
Budget-constrained026 against The Trade Desk
Scale-constrained201 against The Trade Desk
Negative203 against The Trade Desk · 3 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.

Across every category in the October 2026 Edition, The Trade Desk and Meta Ads were named in the same answer forty-one times, of the 350 answers naming The Trade Desk and the 188 naming Meta Ads. In those answers Meta Ads took the first choice ten times and The Trade Desk six.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where The Trade Desk 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
The Trade Desk Meta Ads first choice named as an alternative argued againstblank: not namedEach cell is one answer, The Trade Desk on the left and Meta Ads on the right.

The direct prompt

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

The Trade Desk first, Meta Ads not the choice

3 of 14 modelsMeta Ads was named in the answer but not as the choice, or not at all.
GPT-5.4 miniThe Trade Desk alternatives: Demandbase
Qwen 3.7 FlashThe Trade Desk alternatives: 6sense, Demandbase, Google Display & Video 360, Spotware
MiniMax M2.5Google Marketing Platform, The Trade Desk alternatives: LinkedIn Campaign Manager, Media.net

Neither was named

11 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5StackAdapt alternatives: AdRoll ABM, Basis, Demandbase, LinkedIn Campaign Manager
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
Llama 4 MaverickStackAdapt
Kimi K2StackAdapt alternatives: 6sense, Basis, Demandbase, LinkedIn Campaign Manager
GLM 4.7 FlashXStackAdapt alternatives: AdRoll ABM, Hey Sid
GPT-6 LunaStackAdapt alternatives: 6sense, Demandbase, LinkedIn Campaign Manager
Muse Glimmer 30BStackAdapt alternatives: 6sense, AdRoll ABM, Basis, Demandbase, Simpli.fi

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 six points.
Meta Ads8%#3 of 15
The Trade Desk2%#12 of 15
The full small business standing →
Mid-marketThe figures above
The order flips: The Trade Desk leads at mid-market.
The Trade Desk10%#2 of 13
Meta Ads3%#6 of 13
The full mid-market standing →
Enterprise
The Trade Desk leads by thirty-nine points.
The Trade Desk39%#1 of 10
Meta Ads0%#– of 10
The full enterprise standing →

What the models said about The Trade Desk

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

“Enterprise DSPs like The Trade Desk ($50K+/month) ... aren't practical for small budgets” Grok 4.1 Fast · budget prompt · hard negative
“$20K–$50K/month minimum, better for large-scale consumer campaigns” Kimi K2 · paraphrase prompt · hard negative
“mid-market companies usually cannot afford the $25,000–$50,000 monthly minimums required for a direct seat on enterprise demand-side platforms (DSPs) like *The Trade Desk*” Gemini 3.5 Flash · direct prompt · soft negative
“If you need open-web reach and CTV without being locked into a single vendor, The Trade Desk is a strong independent option.” GLM 4.7 FlashX · comparative prompt · first choice
“generally considered to offer better safety controls, more transparency, and stronger fraud prevention mechanisms” MiniMax M2.5 · negative prompt · first choice
“Prioritize platforms like Google DV360, The Trade Desk, MediaMath, or Amazon DSP, but test via demos or pilots.” Grok 4.1 Fast · scale prompt · first choice

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.