Four of fourteen models named StackAdapt first on the direct prompt; two named YouTube Ads. Both were named by all fourteen models and StackAdapt carries 26 labels and YouTube Ads 51, so the shares are not directly comparable.
Named in seven categories this edition.
By YouTube, San Bruno, United States, founded 2005. Named in two 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 video advertising page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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.
No label in this category carried a quote.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“YouTube Ads and Meta Ads are also mentioned as having some negative labels, but not to the same extent as X” Llama 4 Maverick · negative prompt · soft negative
“especially where the money is juiciest: Connected TV (CTV), YouTube, in-stream and in-feed video” Claude Haiku 4.5 · negative prompt · soft negative
“its open inventory—particularly user-generated content—can pose significant brand safety risks” Mistral Small · negative prompt · soft negative
“Best for intent and evergreen / low CPV: YouTube TrueView or YouTube Shorts. The CPV model and $2-$6 CPM for Shorts make it the most cost-efficient for small budgets.” Muse Glimmer 30B · budget prompt · first choice
“Choose YouTube if you want to capture users with specific intent, need detailed analytics, or want to leverage Google's ecosystem” Kimi K2 · comparative prompt · first choice
“YouTube and Facebook/Instagram are generally the safest starting points due to their flexibility and targeting options.” Claude Haiku 4.5 · 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.