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Index › GTM › Marketing › Programmatic › Choozle vs DV360
Programmatic and display advertising · November 2026 Edition

Choozle vs DV360

Zero of fourteen models named Choozle first on the direct prompt; zero named DV360. Choozle was named by ten of the fourteen models and DV360 by ten and Choozle carries 17 labels and DV360 15, so the shares are not directly comparable.

Choozle

accepted challenger

Named in one category this edition.

DV360

criticized challenger

Named in four categories this edition.

First-choice share14%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%60%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.
Labels1715A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Choozle 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 Choozle · StackAdapt vs DV360 · Choozle vs AdRoll ABM

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.
ChoozleFirst choices, of fourteen modelsDV360
Direct003 against DV360
Paraphrase01
Comparative00
Budget-constrained803 against DV360
Scale-constrained00
Negative003 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.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Choozle 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
ChoozleDV DV360 first choice named as an alternative argued againstblank: not namedEach cell is one answer, Choozle on the left and DV360 on the right.

The direct prompt

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

Neither was named

14 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
Grok 4.20AdRoll ABM, StackAdapt alternatives: Google Display & Video 360, Hey Sid, The Trade Desk
Mistral SmallStackAdapt, The Trade Desk alternatives: AdRoll ABM, Google Display & Video 360, LinkedIn Campaign Manager
DeepSeek V4 FlashStackAdapt alternatives: AdRoll ABM, LinkedIn Campaign Manager
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
Kimi K2AdRoll ABM alternatives: ABX, Google Display, LinkedIn Campaign Manager, Metadata.io, StackAdapt
GLM 4.7 FlashXStackAdapt alternatives: 6sense, Demandbase Advertising, Google Display & Video 360, LinkedIn Audience Network, Programmatic B2B Agency Services, The Trade Desk
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
Choozle leads by seventeen points.
Choozle17%#2 of 17
DV3600%#16 of 17
The full small business standing →
Mid-marketThe figures above
Choozle leads by twelve points.
Choozle14%#2 of 13
DV3602%#6 of 13
The full mid-market standing →
Enterprise
Choozle is not named for this buyer.
Choozle—not named
DV3600%#– of 11
The full enterprise standing →

What the models said about Choozle

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

“Choozle and SmartyAds represent the best balance of affordability, features, and accessibility” DeepSeek V4 Flash · budget prompt · first choice
“The best programmatic advertising platform for a company with a limited budget is Choozle or AdRoll” Llama 4 Maverick · budget prompt · first choice
“Choozle – Strong alternative with enterprise‑grade features and a simple self‑serve interface.” GLM 4.7 FlashX · budget 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
StackAdapt vs ChoozleStackAdapt vs DV360Choozle vs AdRoll ABMChoozle vs The Trade DeskChoozle vs BasisAdRoll ABM vs DV360The Trade Desk vs DV360Basis vs DV360All fifteen head-to-head pages and the full programmatic 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.