Meta Ads vs LinkedIn Video Ads
Zero of fourteen models named Meta Ads first on the direct prompt; five named LinkedIn Video Ads. Meta Ads was named by fourteen of the fourteen models and LinkedIn Video Ads by twelve and Meta Ads carries 42 labels and LinkedIn Video Ads 18, so the shares are not directly comparable.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in seven 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 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.
By framing
Meta AdsFirst choices, of fourteen modelsLinkedIn Video Ads
Across every category in the October 2026 Edition, Meta Ads and LinkedIn Video Ads were named in the same answer twenty-four times, of the 188 answers naming Meta Ads and the 46 naming LinkedIn Video Ads. In those answers LinkedIn Video Ads took the first choice four times and Meta Ads ten.
Every model, every framing
| 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 | | |
Meta Ads LinkedIn Video Ads first choice named as an alternative argued againstblank: not namedEach cell is one answer, Meta Ads on the left and LinkedIn Video Ads on the right.The direct prompt
LinkedIn Video Ads first, Meta Ads an alternative
5 of 14 modelsMeta Ads was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
2 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
7 of 14 modelsThe answer made no first choice from these two in this category.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.
By buyer segment
LinkedIn Video Ads15%#2 of 11Meta Ads9%#3 of 11Meta Ads11%#3 of 13LinkedIn Video Ads11%#4 of 13LinkedIn Video Ads14%#1 of 9Meta Ads0%#– of 9What the models said about Meta Ads
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of four in this category shown.
“major platforms like YouTube and Meta (Facebook/Instagram) have strict advertising policies. Violations can result in harsh penalties, such as ad account suspension.” Mistral Small · negative prompt · soft negative
“Meta’s ad ecosystem is described as having strict advertising policies, so advertisers need to be careful about compliance and approval risk.” Perplexity Sonar · negative prompt · soft negative
“Meta Ads (Facebook and Instagram) is generally the best video advertising platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“or Facebook/Instagram if you need more precise targeting. Both allow you to start small and scale what works.” Kimi K2 · budget prompt · first choice
What the models said about LinkedIn Video Ads
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
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.