One of twelve models named YouTube Ads first on the direct prompt; two named LinkedIn Video Ads. YouTube Ads was named by twelve of the twelve models and LinkedIn Video Ads by eight and YouTube Ads carries 41 labels and LinkedIn Video Ads 11, so the shares are not directly comparable.
Named in two categories this edition.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all twelve 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.
Across every category in the September 2026 Edition, YouTube Ads and LinkedIn Video Ads were named in the same answer thirty times, of the 102 answers naming YouTube Ads and the 38 naming LinkedIn Video Ads. In those answers LinkedIn Video Ads took the first choice nine times and YouTube Ads eleven.
| 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 |
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.
“Brand Safety: Content classification issues, especially in sensitive categories” GLM 4.7 FlashX · negative prompt · hard negative
“recommends avoiding influencer and UGC channels on YouTube due to brand safety risks... brands have been advised to be cautious when advertising on the platform” Llama 4 Maverick · negative prompt · soft negative
“YouTube (when using GVP/non-premium inventory) ... While YouTube itself has better controls, the Video Partners network that runs alongside it is the major risk” Mistral Small · negative prompt · soft negative
“The Overall Winner: YouTube Ads (via Google Ads)... widely considered the best video advertising platform for companies on a tight budget” Gemini 3.5 Flash · budget prompt · first choice
“YouTube/Google Ads | Brand awareness, wide reach | Largest global reach, diverse ad formats, strong targeting across Google network” MiniMax M2.5 · comparative prompt · first choice
“Best for: Everything — awareness, consideration, and conversion on a single buy. Performance brands use it as their video anchor.” DeepSeek V4 Flash · comparative 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.
“While generally pricier, it can be cost-effective for B2B companies with targeted campaigns.” Claude Haiku 4.5 · budget prompt · soft negative
“Not Ideal for Video-First Strategies” Qwen 3.7 Flash · negative prompt · soft negative
“Primary: LinkedIn Video Ads for paid advertising (best ROI for B2B)” Mistral Small · direct prompt · first choice
“I'd recommend starting with LinkedIn Video Ads for distribution” MiniMax M2.5 · direct prompt · first choice
“LinkedIn Video Ads for professional targeting and lead generation” Mistral Small · paraphrase 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.