Five of fourteen models named LinkedIn Video Ads first on the direct prompt; zero named Vibe.co. LinkedIn Video Ads was named by twelve of the fourteen models and Vibe.co by eight and LinkedIn Video Ads carries 18 labels and Vibe.co 17, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
Named in two 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.
| 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. Two of two in this category shown.
“Vibe.co is a self-serve streaming TV platform built for performance marketers who want CTV advertising to run like search and social” Claude Haiku 4.5 · comparative prompt · first choice
“If you are highly focused on ROI/pipeline tracking and have a modest budget: Choose Vibe.co.” Gemini 3.5 Flash · paraphrase 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.