Zero of twelve models named TikTok Ads first on the direct prompt; two named LinkedIn Video Ads. TikTok Ads was named by twelve of the twelve models and LinkedIn Video Ads by eight and TikTok Ads carries 33 labels and LinkedIn Video Ads 11, so the shares are not directly comparable.
By TikTok, Ireland, founded 2016. Named in five 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, TikTok Ads and LinkedIn Video Ads were named in the same answer twenty-one times, of the 123 answers naming TikTok Ads and the 38 naming LinkedIn Video Ads. In those answers LinkedIn Video Ads took the first choice one time and TikTok Ads one.
| 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. 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
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.