Seven of twelve models named LinkedIn Campaign Manager first on the direct prompt; two named LinkedIn Video Ads. LinkedIn Campaign Manager was named by nine of the twelve models and LinkedIn Video Ads by eight and LinkedIn Campaign Manager carries 12 labels and LinkedIn Video Ads 11, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in eight 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.
| 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. Three of three in this category shown.
“Usually not best for a limited budget because it tends to be expensive, but useful for B2B.” GPT-5.4 mini · budget prompt · soft negative
“If your target audience is highly niche and requires exact title targeting, start with LinkedIn Video Ads.” Gemini 3.5 Flash · direct prompt · first choice
“LinkedIn Ads (primary) + YouTube Ads (awareness) + StackAdapt (programmatic scale)” Kimi K2 · 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.
“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.