Video advertising · October 2026 Edition
StackAdapt vs LinkedIn Video Ads
Six of fourteen models named StackAdapt first on the direct prompt; five named LinkedIn Video Ads. StackAdapt was named by thirteen of the fourteen models and LinkedIn Video Ads by twelve and StackAdapt carries 36 labels and LinkedIn Video Ads 18, so the shares are not directly comparable.
Named in eight categories this edition.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in one category this edition.
First-choice share32%11%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%17%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#4A position in a field of 13; printed, not drawn.
Labels3618A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, StackAdapt reading right to left. Rank and label count are printed, not drawn.YouTube Ads was named alongside these two in nine of the fourteen direct answers. StackAdapt vs YouTube Ads · StackAdapt vs Meta Ads · StackAdapt vs Vibe.co
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
How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
StackAdaptFirst choices, of fourteen modelsLinkedIn Video Ads
Direct65
Paraphrase101
Comparative00
Budget-constrained002 against LinkedIn Video Ads
Scale-constrained10
Negative101 against LinkedIn Video Ads
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.
Every model, every framing
The eighty-four answers behind the chart above, one cell each: where StackAdapt and LinkedIn Video Ads stood in it.
| 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 | | | |
StackAdapt LinkedIn Video Ads first choice named as an alternative argued againstblank: not namedEach cell is one answer, StackAdapt on the left and LinkedIn Video Ads on the right.The direct prompt
The plain question, one answer per model, grouped by where StackAdapt and LinkedIn Video Ads stood in it.
Both were the first choice
1 of 14 modelsThe answer named them together, and the judge labeled each a first choice.Qwen 3.7 FlashLinkedIn Video Ads, StackAdapt alternatives: Google Ads
StackAdapt first, LinkedIn Video Ads an alternative
5 of 14 modelsLinkedIn Video Ads was named in the answer but not as the choice, or not at all.Claude Haiku 4.5StackAdapt alternatives: LinkedIn Video Ads, MNTN, Vibe.co
Perplexity SonarStackAdapt alternatives: AdRoll ABM, LinkedIn Video Ads, The Trade Desk, Vibe.co
Mistral SmallStackAdapt alternatives: Demandbase, YouTube Ads
Llama 4 MaverickStackAdapt
MiniMax M2.5StackAdapt alternatives: AdRoll, Demandbase, Hey Sid
LinkedIn Video Ads first, StackAdapt an alternative
4 of 14 modelsStackAdapt was named in the answer but not as the choice, or not at all.Gemini 3.5 FlashLinkedIn Video Ads alternatives: Meta Ads, StackAdapt, Vibe.co, YouTube Ads
DeepSeek V4 FlashLinkedIn Video Ads alternatives: StackAdapt, YouTube Ads
Kimi K2LinkedIn Video Ads, YouTube Ads alternatives: Hey Sid, StackAdapt
GLM 4.7 FlashXLinkedIn Video Ads alternatives: Demandbase, StackAdapt, YouTube Ads
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.GPT-6 LunaLinkedIn Campaign Manager alternatives: StackAdapt, YouTube Ads
Muse Glimmer 30BLinkedIn Sponsored Video / LinkedIn Campaign Manager alternatives: Google Video, StackAdapt, YouTube Ads
Neither was named
2 of 14 modelsThe answer made no first choice from these two in this category.GPT-5.4 miniLinkedIn Campaign Manager alternatives: YouTube Ads
Grok 4.20LinkedIn Campaign Manager alternatives: YouTube Ads
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
The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
LinkedIn Video Ads leads by eleven points.
LinkedIn Video Ads15%#2 of 11StackAdapt4%#9 of 11Mid-marketThe figures above
The order flips: StackAdapt leads at mid-market.
StackAdapt32%#1 of 13LinkedIn Video Ads11%#4 of 13Enterprise
The order flips: LinkedIn Video Ads leads at enterprise.
LinkedIn Video Ads14%#1 of 9StackAdapt2%#5 of 9What the models said about StackAdapt
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“1. StackAdapt – Best for Programmatic & Multi-Channel Reach ... Designed specifically for advertisers who need programmatic sophistication without enterprise-level complexity or costs.” Qwen 3.7 Flash · direct prompt · first choice
“This programmatic advertising platform is highly regarded for mid-market advertisers, offering strong video capabilities and a user-friendly interface.” Mistral Small · direct 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
Also compared
StackAdapt vs YouTube AdsStackAdapt vs Meta AdsStackAdapt vs Vibe.coStackAdapt vs MNTNStackAdapt vs TikTok AdsStackAdapt vs Google Display & Video 360YouTube Ads vs LinkedIn Video AdsMeta Ads vs LinkedIn Video AdsLinkedIn Video Ads vs Vibe.coLinkedIn Video Ads vs MNTNLinkedIn Video Ads vs TikTok AdsLinkedIn Video Ads vs Google Display & Video 360All twenty-eight head-to-head pages and the full video ads standing
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.