Five of fourteen models named LinkedIn Video Ads first on the direct prompt; zero named TikTok Ads. LinkedIn Video Ads was named by twelve of the fourteen models and TikTok Ads by fourteen and LinkedIn Video Ads carries 18 labels and TikTok Ads 34, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
By TikTok, Ireland, founded 2016. Named in seven 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 October 2026 Edition, LinkedIn Video Ads and TikTok Ads were named in the same answer nineteen times, of the 46 answers naming LinkedIn Video Ads and the 121 naming TikTok Ads. In those answers TikTok Ads took the first choice one time and LinkedIn Video 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 | ||||||
| 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 seven in this category shown.
“LinkedIn came out as the worst-performing ad channel in terms ... of IVT.” Muse Glimmer 30B · negative prompt · hard negative
“Usually more expensive, but can be worth it if your audience is very specific.” GPT-5.4 mini · budget prompt · soft negative
“LinkedIn is only cost‑effective for B2B leads.” MiniMax M2.5 · budget prompt · soft negative
“LinkedIn Video Ads – Best for Precision Decision-Maker Targeting ... Provides the most precise professional targeting available” Qwen 3.7 Flash · direct prompt · first choice
“Start with LinkedIn for direct professional engagement and YouTube for broader reach” Claude Haiku 4.5 · paraphrase prompt · first choice
“LinkedIn Video Ads: The Gold Standard for Precision & ABM ... LinkedIn is unmatched” Gemini 3.5 Flash · direct 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.
“The "Trap" to Watch Out For: TikTok Ads ... TikTok is physically too expensive to start with, and you should stick to YouTube or Meta.” Gemini 3.5 Flash · budget prompt · hard negative
“avoid broad auto-placement on TikTok/X/LinkedIn video without whitelist testing” Muse Glimmer 30B · negative prompt · hard negative
“Start with TikTok Ads if your audience is under 35, or Facebook/Instagram if you need more precise targeting.” Kimi K2 · budget prompt · first choice
“Use YouTube or TikTok if you want the largest audience and strong creative engagement.” Perplexity Sonar · comparative prompt · first choice
“running video ads directly *on-platform* (e.g., Instagram Reels, TikTok Feed, Facebook Feed) is highly effective” Gemini 3.5 Flash · negative 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.