Twelve of fourteen models named LinkedIn Video Ads first on the direct prompt; zero named TikTok Ads. LinkedIn Video Ads was named by thirteen of the fourteen models and TikTok Ads by fourteen and LinkedIn Video Ads carries 31 labels and TikTok Ads 38, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in two categories this edition.
By TikTok, Ireland, founded 2016. Named in eight 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.
Across every category in the November 2026 Edition, LinkedIn Video Ads and TikTok Ads were named in the same answer forty-four times, of the 100 answers naming LinkedIn Video Ads and the 156 naming TikTok Ads. In those answers TikTok Ads took the first choice six times and LinkedIn Video Ads five.
| 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.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms to Avoid on a Tight Budget * LinkedIn Ads: ... very high Cost-Per-Click (CPC) and CPM rates” Gemini 3.5 Flash · budget prompt · hard negative
“Good for B2B with a $10 daily minimum, but generally more expensive per impression” Grok 4.20 · budget prompt · soft negative
“best for B2B, but usually expensive, so not ideal for tight budgets” GPT-5.4 mini · budget prompt · soft negative
“LinkedIn – Best Overall for B2B Video ... Start with LinkedIn. It’s the most cost-effective and powerful B2B video platform for mid-market companies.” GLM 4.7 FlashX · direct prompt · first choice
“LinkedIn is the gold standard for B2B targeting because users self-report their job titles, seniority, company size, industry, and skills.” Gemini 3.5 Flash · direct prompt · first choice
“Primary Channel: Start with LinkedIn if your sales cycle is complex and you need high-intent professionals.” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Many enterprise buyers tend to avoid or heavily restrict TikTok for sensitive brand categories due to concerns about brand safety” Mistral Small · negative prompt · hard negative
“TikTok Ads has emerged as one of the most budget-friendly options, with some sources suggesting daily budgets as low as $20-30 can work for testing.” MiniMax M2.5 · budget prompt · first choice
“TikTok is often the best video advertising platform for companies with limited budgets” Grok 4.20 · budget prompt · first choice
“The best video advertising platform for a company with a limited budget is TikTok.” Llama 4 Maverick · 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.