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.
By Trade Desk, Ventura, United States, founded 2009. Named in nine categories this edition.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in seven 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.
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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 |
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. 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
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
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.