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Programmatic and display advertising · November 2026 Edition

The Trade Desk vs DV360

One of fourteen models named The Trade Desk first on the direct prompt; zero named DV360. The Trade Desk was named by fourteen of the fourteen models and DV360 by ten and The Trade Desk carries 54 labels and DV360 15, so the shares are not directly comparable.

The Trade Desk

criticized challenger

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

DV360

criticized challenger

Named in four categories this edition.

First-choice share7%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate33%60%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.
Labels5415A 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 fourteen of the fourteen direct answers. StackAdapt vs The Trade Desk · StackAdapt vs DV360 · Choozle vs The Trade Desk

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 modelsDV360
Direct105 against The Trade Desk · 3 against DV360
Paraphrase315 against The Trade Desk
Comparative90
Budget-constrained006 against The Trade Desk · 3 against DV360
Scale-constrained001 against The Trade Desk
Negative401 against The Trade Desk · 3 against DV360
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, The Trade Desk and DV360 were named in the same answer forty-eight times, of the 393 answers naming The Trade Desk and the 58 naming DV360. In those answers DV360 took the first choice zero times and The Trade Desk five.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where The Trade Desk and DV360 stood in it.
ModelDirectDVParaphraseDVComparativeDVBudget-constrainedDVScale-constrainedDVNegativeDV
Claude Haiku 4.5DVDVDV
GPT-5.4 miniDVDV
Gemini 3.5 Flash
Perplexity SonarDV
Grok 4.20DV
Mistral Small
DeepSeek V4 FlashDV
Llama 4 MaverickDV
Qwen 3.7 FlashDV
Kimi K2DVDV
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30BDV
The Trade DeskDV DV360 first choice named as an alternative argued againstblank: not namedEach cell is one answer, The Trade Desk on the left and DV360 on the right.

The direct prompt

The plain question, one answer per model, grouped by where The Trade Desk and DV360 stood in it.

The Trade Desk first, DV360 not the choice

1 of 14 modelsDV360 was named in the answer but not as the choice, or not at all.
Mistral SmallStackAdapt, The Trade Desk alternatives: AdRoll ABM, Google Display & Video 360, LinkedIn Campaign Manager

Neither was the first choice, one was named

4 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Grok 4.20AdRoll ABM, StackAdapt alternatives: Google Display & Video 360, Hey Sid, The Trade Desk
Llama 4 MaverickStackAdapt alternatives: Google Display & Video 360, LinkedIn Campaign Manager, The Trade Desk
Qwen 3.7 FlashStackAdapt alternatives: 6sense, Demandbase Advertising, LinkedIn Campaign Manager, The Trade Desk
GLM 4.7 FlashXStackAdapt alternatives: 6sense, Demandbase Advertising, Google Display & Video 360, LinkedIn Audience Network, Programmatic B2B Agency Services, The Trade Desk

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5StackAdapt alternatives: AdRoll ABM, LinkedIn Campaign Manager
GPT-5.4 miniStackAdapt alternatives: Demandbase Advertising
Gemini 3.5 FlashAdRoll ABM, StackAdapt alternatives: Demandbase Advertising, Influ2
Perplexity SonarStackAdapt alternatives: AdRoll ABM, Demandbase Advertising, LinkedIn Campaign Manager
DeepSeek V4 FlashStackAdapt alternatives: AdRoll ABM, LinkedIn Campaign Manager
Kimi K2AdRoll ABM alternatives: ABX, Google Display, LinkedIn Campaign Manager, Metadata.io, StackAdapt
MiniMax M2.5StackAdapt alternatives: AdRoll ABM, Basis, DemandScience
GPT-6 LunaStackAdapt alternatives: 6sense, AdRoll ABM, Basis, Demandbase Advertising
Muse Glimmer 30BAdRoll ABM, StackAdapt alternatives: DemandScience, Hey Sid

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
The Trade Desk leads by three points.
The Trade Desk3%#8 of 17
DV3600%#16 of 17
The full small business standing →
Mid-marketThe figures above
The Trade Desk leads by five points.
The Trade Desk7%#4 of 13
DV3602%#6 of 13
The full mid-market standing →
Enterprise
The Trade Desk leads by twenty-five points.
The Trade Desk25%#2 of 11
DV3600%#– of 11
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 seven in this category shown.

“Avoid for Limited Budgets ... Stick away from enterprise DSPs like The Trade Desk and Google DV360” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid enterprise DSPs like The Trade Desk, Amazon DSP, or Criteo unless you have at least $10K–$50K/month” Grok 4.20 · budget prompt · hard negative
“Platforms to Skip at Mid-Market - The Trade Desk / DV360 — powerful but built for enterprise budgets” DeepSeek V4 Flash · direct prompt · hard negative
“The Trade Desk is the clearest choice when an advertiser wants broad CTV, audio, and open-web access outside a single media ecosystem.” Perplexity Sonar · comparative prompt · first choice
“Platforms with strong fraud protection (safer choices): The Trade Desk — Pre-bid filtering with IAS, DoubleVerify, and HUMAN Security” DeepSeek V4 Flash · negative prompt · first choice
“Enterprise-Grade DSPs: *The Trade Desk, Google Display & Video 360 (DV360), Amazon DSP, Basis, StackAdapt, and Yahoo DSP*” Gemini 3.5 Flash · negative prompt · first choice

What the models said about DV360

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

“Platforms to AVOID with Limited Budgets ... ~$25,000+/month | Enterprise-focused, managed service required” Kimi K2 · budget prompt · hard negative
“Platforms to Skip at Mid-Market - The Trade Desk / DV360 — powerful but built for enterprise budgets” DeepSeek V4 Flash · direct prompt · hard negative
“avoid enterprise-heavy platforms like The Trade Desk or DV360” GPT-5.4 mini · budget prompt · hard negative
“Starting with DV360 or The Trade Desk as they balance functionality with usability” Claude Haiku 4.5 · paraphrase prompt · first choice
“managed enterprise options like The Trade Desk and DV360” Muse Glimmer 30B · scale prompt · alternative
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.