Video advertising · October 2026 Edition
StackAdapt vs YouTube Ads
Six of fourteen models named StackAdapt first on the direct prompt; one named YouTube Ads. StackAdapt was named by thirteen of the fourteen models and YouTube Ads by fourteen and StackAdapt carries 36 labels and YouTube Ads 46, so the shares are not directly comparable.
Named in eight categories this edition.
By YouTube, San Bruno, United States, founded 2005. Named in two categories this edition.
First-choice share32%15%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%15%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 13; printed, not drawn.
Labels3646A 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.StackAdapt vs Meta Ads · StackAdapt vs LinkedIn Video 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 modelsYouTube Ads
Direct61
Paraphrase101
Comparative09
Budget-constrained061 against YouTube Ads
Scale-constrained10
Negative116 against YouTube 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 YouTube 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 YouTube Ads first choice named as an alternative argued againstblank: not namedEach cell is one answer, StackAdapt on the left and YouTube Ads on the right.The direct prompt
The plain question, one answer per model, grouped by where StackAdapt and YouTube Ads stood in it.
StackAdapt first, YouTube Ads an alternative
6 of 14 modelsYouTube 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
Qwen 3.7 FlashLinkedIn Video Ads, StackAdapt alternatives: Google Ads
MiniMax M2.5StackAdapt alternatives: AdRoll, Demandbase, Hey Sid
YouTube Ads first, StackAdapt an alternative
1 of 14 modelsStackAdapt was named in the answer but not as the choice, or not at all.Kimi K2LinkedIn Video Ads, YouTube Ads alternatives: Hey Sid, StackAdapt
Neither was the first choice, one was named
7 of 14 modelsThe answer put something else first and named one of the two as an alternative.GPT-5.4 miniLinkedIn Campaign Manager alternatives: YouTube Ads
Gemini 3.5 FlashLinkedIn Video Ads alternatives: Meta Ads, StackAdapt, Vibe.co, YouTube Ads
Grok 4.20LinkedIn Campaign Manager alternatives: YouTube Ads
DeepSeek V4 FlashLinkedIn Video Ads alternatives: StackAdapt, YouTube Ads
GLM 4.7 FlashXLinkedIn Video Ads alternatives: Demandbase, StackAdapt, YouTube Ads
GPT-6 LunaLinkedIn Campaign Manager alternatives: StackAdapt, YouTube Ads
Muse Glimmer 30BLinkedIn Sponsored Video / LinkedIn Campaign Manager alternatives: Google Video, StackAdapt, 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
YouTube Ads leads by eleven points.
YouTube Ads15%#1 of 11StackAdapt4%#9 of 11Mid-marketThe figures above
The order flips: StackAdapt leads at mid-market.
StackAdapt32%#1 of 13YouTube Ads15%#2 of 13Enterprise
The order flips: YouTube Ads leads at enterprise.
YouTube Ads4%#4 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 YouTube Ads
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight 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
“YouTube has faced brand safety scandals involving obscene comments on videos of children and major brands being shown alongside inappropriate content” Claude Haiku 4.5 · negative prompt · soft negative
“if you want broad reach and can support a somewhat higher ongoing test budget; one source suggests $500–1,000/month” Perplexity Sonar · budget prompt · soft negative
“YouTube allows you to set flexible budgets, often starting as low as $1–$5 per day, making it highly accessible for small budgets.” Mistral Small · budget prompt · first choice
“Best for: broad reach, intent-driven video, and strong measurement across YouTube, Google TV, and partner inventory.” GPT-5.4 mini · comparative prompt · first choice
“Best For: Full-funnel marketing, search-intent audiences, and reaching viewers on both mobile and TV screens.” Qwen 3.7 Flash · comparative prompt · first choice
Also compared
StackAdapt vs Meta AdsStackAdapt vs LinkedIn Video AdsStackAdapt vs Vibe.coStackAdapt vs MNTNStackAdapt vs TikTok AdsStackAdapt vs Google Display & Video 360YouTube Ads vs Meta AdsYouTube Ads vs LinkedIn Video AdsYouTube Ads vs Vibe.coYouTube Ads vs MNTNYouTube Ads vs TikTok AdsYouTube 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.