Four of fourteen models named AdRoll ABM first on the direct prompt; zero named DV360. AdRoll ABM was named by eleven of the fourteen models and DV360 by ten and AdRoll ABM carries 18 labels and DV360 15, so the shares are not directly comparable.
By AdRoll, San Francisco, United States, founded 2007. Named in thirteen categories this edition.
Named in four categories this edition.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | DV | DV | DV | |||
| GPT-5.4 mini | DV | DV | ||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | DV | |||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | DV | |||||
| Qwen 3.7 Flash | DV | |||||
| Kimi K2 | DV | |||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B | DV |
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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“If your primary goal is Account-Based Marketing (ABM) tightly connected to your CRM ... start with RollWorks.” Gemini 3.5 Flash · paraphrase prompt · first choice
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
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.