One of twelve models named YouTube Ads first on the direct prompt; zero named TikTok Ads. Both were named by all twelve models and YouTube Ads carries 41 labels and TikTok Ads 33, so the shares are not directly comparable.
Named in two categories this edition.
By TikTok, Ireland, founded 2016. Named in five categories 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 TikTok Ads were named in the same answer sixty-four times, of the 102 answers naming YouTube Ads and the 123 naming TikTok Ads. In those answers TikTok Ads took the first choice four times and YouTube Ads twenty-three.
| 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.
“High IVT rates ... strict policies leading to frequent account bans/suspensions ... complaints of funds withheld” Grok 4.1 Fast · negative prompt · hard negative
“Fraudulent Advertisers: Similar issues to Meta, with many scammers posing as legitimate brands” GLM 4.7 FlashX · negative prompt · hard negative
“Meta (Facebook & Instagram) and TikTok offer the best combination of low entry costs and high return on investment” Qwen 3.7 Flash · budget prompt · first choice
“For the absolute most limited budget, start with TikTok for its lowest entry costs and highest engagement rates” Kimi K2 · budget prompt · first choice
“For your size, self-serve platforms like Meta/Google scale well initially, with programmatic for advanced needs.” Grok 4.1 Fast · scale 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.