Video advertising for enterprise buyers
Asked as “video advertising platform”, and as “connected TV and online video ads platform”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
14%
Contested · Google Display & Video 360 12%
14LinkedIn Video Ads12Google Display & Video 36010Demandbase65others
14% of first choices, contested.
Since September 2026↗new leaderNew leader since September 2026: LinkedIn Video Ads (14%) replaces The Trade Desk (19% then, 12% now), 2 points clear, inside the 11-point floor.LinkedIn Video Ads leads at 14%, replacing The Trade Desk, which led at 19% and stands at 12% now: 2 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
YouTube Ads15%Contested↗new leaderNew leader since September 2026: YouTube Ads (17%) replaces Meta Ads (21% then, 10% now), 6 points clear, inside the 11-point floor.Standing →Mid-market
StackAdapt32%Contested▲+9Since September 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
LinkedIn Video Ads14%Contested↗new leaderNew leader since September 2026: LinkedIn Video Ads (14%) replaces The Trade Desk (19% then, 12% now), 2 points clear, inside the 11-point floor.This page
YouTube Ads15%Contested↗new leaderNew leader since September 2026: YouTube Ads (17%) replaces Meta Ads (21% then, 10% now), 6 points clear, inside the 11-point floor.Standing →Mid-marketStackAdapt32%Contested▲+9Since September 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseLinkedIn Video Ads14%Contested↗new leaderNew leader since September 2026: LinkedIn Video Ads (14%) replaces The Trade Desk (19% then, 12% now), 2 points clear, inside the 11-point floor.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01LinkedIn Video Ads14%0%10accepted challenger▲+10Since September 2026: 5% → 14%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 14%
LinkedIn Video Ads14%0%10accepted challenger▲+10Since September 2026: 5% → 14%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 14%02
Google Display & Video 360 Lab in the set12%6%32accepted challenger▼−2Since September 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 12%
Google Display & Video 360 Lab in the set12%6%32accepted challenger▼−2Since September 2026: 14% → 12%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.14% → 12%03
The Trade Desk10%9%46accepted challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 12%
The Trade Desk10%9%46accepted challenger▼−7Since September 2026: 19% → 12%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.19% → 12%04YouTube Ads4%37%27criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
YouTube Ads4%37%27criticized challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%05StackAdapt2%12%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
StackAdapt2%12%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%06MNTN2%0%10accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
Show the three products at 0%, ordered by negative rate
09
TikTok Ads0%100%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
TikTok Ads0%100%12criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Amazon DSP0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
Amazon DSP0%0%22accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%08
Brightcove0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Brightcove0%0%10accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Google Display & Video 360 is made by Google, whose model Gemini 3.5 Flash is in the set. On the four share prompts that model made it the first choice zero times of 4; the other thirteen models six times of 52. Lab treatment is defined on the method page; the row is marked, not excluded.
All twenty-eight head-to-head pages: the top eight products, each against each
StackAdapt 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 360Meta Ads vs LinkedIn Video AdsMeta Ads vs Vibe.coMeta Ads vs MNTNMeta Ads vs TikTok AdsMeta Ads vs Google Display & Video 360LinkedIn Video Ads vs Vibe.coLinkedIn Video Ads vs MNTNLinkedIn Video Ads vs TikTok AdsLinkedIn Video Ads vs Google Display & Video 360Vibe.co vs MNTNVibe.co vs TikTok AdsVibe.co vs Google Display & Video 360MNTN vs TikTok AdsMNTN vs Google Display & Video 360TikTok Ads vs Google Display & Video 360
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405M06
070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01LinkedIn Video Ads14%
LinkedIn Video Ads14%02Google Display & Video 36012%
Google Display & Video 36012%03The Trade Desk10%
The Trade Desk10%04YouTube Ads4%
YouTube Ads4%05StackAdapt2%
StackAdapt2%06MNTN2%
07Amazon DSP0%
Amazon DSP0%08Brightcove0%
Brightcove0%09TikTok Ads0%
TikTok Ads0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. 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 and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
TikTok Ads100%
12 of 12 labels negative · 10 of 14 models · 2 hard negative
“In practice large enterprises tend to avoid or heavily gate: * Unvetted TikTok, Instagram Reels / Facebook in-feed video for sensitive brand categories” Muse Glimmer 30B, negative prompt
YouTube Ads37%
10 of 27 labels negative · 8 of 14 models · 1 hard negative
“YouTube open inventory, especially user-generated channels, without pre-bid blocklists” Muse Glimmer 30B, negative prompt
X100%
6 of 6 labels negative · 6 of 14 models · 4 hard negative
“Enterprise brands should avoid or approach the following video advertising platforms and channels with extreme caution... X has remained highly volatile for enterprise advertisers.” Gemini 3.5 Flash, negative prompt
Meta Ads78%
7 of 9 labels negative · 6 of 14 models · 1 hard negative
“Meta social video placements given deepfake/scam ad prevalence and FTC-documented surveillance practices.” Muse Glimmer 30B, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1199 links across 401 sites, every framing counted. Ranked by the number of answers carrying the site or page. 1 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Demandbase34 answers · 56 citations · 11 models
vendor site · Vibe.co34 answers · 48 citations · 12 models
vendor site · Improvado25 answers · 31 citations · 10 models
23 answers · 24 citations · 9 models
vendor site · Madgicx22 answers · 25 citations · 9 models
20 answers · 37 citations · 10 models
vendor site · Hey Sid19 answers · 30 citations · 10 models
18 answers · 29 citations · 8 models
16 answers · 16 citations · 10 models
15 answers · 18 citations · 8 models
15 answers · 16 citations · 9 models
vendor site · Adwave14 answers · 14 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 11 models
22 answers · 10 models
21 answers · 9 models
20 answers · 11 models
18 answers · 9 models
18 answers · 10 models
16 answers · 10 models
15 answers · 9 models
15 answers · 9 models
14 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best video advertising platform”, “video advertising platform”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| LinkedIn parent site LinkedIn Video Ads 14%, LinkedIn CTV Ads 4%, LinkedIn Advertising 2% | 20% | 37 | 11,100,000 | 77,031 | ||||
| Google parent site Google Display & Video 360 12%, Google Ads 4%, Google Marketing Platform 2%, Google Video 2% | 20% | 168 | 550,000 | 15,818 | ||||
| Demandbase demandbase.com Demandbase 10%, Demandbase CTV 4% | 14% | 672 | 5,400 | 211 | 42,531 | 34 | ||
| The Trade Desk thetradedesk.com | 10% | 326 | 27,100 | 1,140 | 68,569 | $8,113 | 18 | |
| LinkedIn linkedin.com LinkedIn Campaign Manager 8% | 8% | 123 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | 2 |
| YouTube Ads youtube.com | 4% | 109 | 14,800 | 9,294 | 3,335,384,769 | $40 | 7 | |
| StackAdapt stackadapt.com | 2% | 376 | 8,100 | 167 | 26,512 | $18,665 | 39 | |
| MNTN | 2% | 450,000 | 336 | |||||
| Vibe.co vibe.co | 2% | 71 | 1,900 | 4 | 13,556 | $75 | 60 | |
| Microsoft parent site Microsoft Advertising 2% | 2% | 47 | 2,240,000 | 403,136 |
Google's top ten for the two searches hold 14 sites; 0 of them are among the sites the models cited here. The first result for “best video advertising platform” is reddit.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best video advertising platform for an enterprise B2B company?”Paraphrase“Which connected TV and online video ads platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade video advertising platforms and how do they differ?”Budget-constrained“What is the best video advertising platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a video advertising platform. What should we look at?”Negative“Which video advertising platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LinkedIn Video Adsno first choiceChangedThe Trade DeskVibe.cono first choiceagainst: X, YouTube Ads
Two alternatives
Google Ads, YouTube AdsFive alternatives
Basis, Brightcove, MNTN, Vibe.co, VodlixOne alternative
YouTube AdsGPT-5.4 miniLinkedIn Video AdsMicrosoft AdvertisingChangedGoogle Ad Manager, Google Display & Video 360, The Trade DeskEchoVideono first choicenothing named
Three alternatives
Google Display & Video 360, Microsoft Advertising, StackAdaptThree alternatives
Amazon Ads, Google Ad Manager, Google Display & Video 360Four alternatives
Amazon Ads, Amazon DSP, StackAdapt, TeadsTwo alternatives
Elai powered by Panopto, WochitGemini 3.5 Flash6sense, Demandbase, LinkedIn Campaign ManagerLinkedIn CTV AdsChangedThe Trade DeskBeeswaxagainst: Facebook Ads Manager, Google Display & Video 360, The Trade Desk, YouTube Adsno first choiceagainst: TikTok Ads, X
Five alternatives
Brightcove, Google Display & Video 360, Vidyard, Wistia, YouTube AdsFive alternatives
6sense, Amazon DSP, Demandbase, The Trade Desk, ViantSeven alternatives
Amazon DSP, FreeWheel, Google Display & Video 360, MNTN, Magnite, Simulmedia, Yahoo DSPFour alternatives
Celtra, DanAds, Tiger Pistol, VyondPerplexity SonarGoogle Display & Video 360, LinkedIn Campaign ManagerThe Trade DeskChangedThe Trade DeskPrismano first choiceagainst: DV360, Meta Ads, Snapchat Ads
Two alternatives
Amazon DSP, The Trade DeskTwo alternatives
DV360, Demandbase CTVFive alternatives
Amazon DSP, Google Display & Video 360, MNTN, Simpli.fi, StackAdaptTwo alternatives
DV360, The Trade DeskGrok 4.1 FastLinkedIn Campaign ManagerDemandbaseChangedThe Trade DeskGoogle Display & Video 360, The Trade Deskagainst: Meta Ads, Snap, StackAdapt, TikTok Ads, Vibe.co, YouTube Adsno first choiceagainst: Meta Ads, Opera Ads, SmartyAds, TikTok Ads, YouTube Ads, cadent.tv
Three alternatives
Amazon DSP, Google Display & Video 360, YouTube AdsThree alternatives
Amazon DSP, Google Display & Video 360, The Trade DeskThree alternatives
Amazon DSP, Google Display & Video 360, StackAdaptOne alternative
Amazon DSPMistral SmallLinkedIn Video AdsDemandbaseChangedGoogle Display & Video 360, The Trade DeskGoogle Ads, Google Marketing Platformno first choiceagainst: Google's Non-YouTube Video Networks, Meta Ads, TikTok Ads
Two alternatives
Google Display & Video 360, YouTube AdsThree alternatives
LinkedIn Video Ads, The Trade Desk, YouTube AdsThree alternatives
Adobe Advertising, Amazon DSP, BrightcoveDeepSeek V4 FlashLinkedIn Video AdsDemandbaseChangedagainst: 6sense, StackAdaptThe Trade DeskAdStellaragainst: Smartly, The Trade Desk, YouTube Adsno first choiceagainst: TikTok Ads, Twitch, X, YouTube Ads
Two alternatives
Google Display & Video 360, YouTube AdsTwo alternatives
Google Display & Video 360, The Trade DeskSeven alternatives
Amazon DSP, Brightcove, Innovid, MNTN, Simpli.fi, StackAdapt, Vibe.coLlama 4 Maverickno first choiceHey SidChangedagainst: The Trade DeskThe Trade DeskGoogle Adsno first choiceagainst: TikTok Ads
Three alternatives
MNTN, StackAdapt, Vibe.coOne alternative
BasisOne alternative
Spotify Ads ManagerQwen 3.7 FlashLinkedIn Advertising, YouTube AdsDemandbase CTVChangedThe Trade DeskGoogle Display & Video 360, The Trade Deskagainst: Meta Ads, TikTok Adsno first choiceagainst: Google TrueView, TikTok Ads
One alternative
The Trade DeskOne alternative
MNTNThree alternatives
Adobe Advertising, Amazon DSP, Google Display & Video 360One alternative
YouTube Studio Ads ManagerKimi K2LinkedIn Video AdsLinkedIn CTV AdsChangedGoogle Display & Video 360, The Trade DeskGoogle Display & Video 360no first choiceagainst: TikTok Ads, X
Three alternatives
Google Display & Video 360, The Trade Desk, YouTube AdsTwo alternatives
Demandbase, The Trade DeskFour alternatives
Adobe Advertising, Amazon DSP, MediaMath, Microsoft InvestTwo alternatives
The Trade Desk, YouTube AdsGLM 4.7 FlashXLinkedIn Video AdsMNTNChangedGoogle Display & Video 360, The Trade DeskThe Trade Deskagainst: YouTube Adsno first choiceagainst: Google Display & Video 360, The Trade Desk
Four alternatives
Brightcove, DV360, Google Ads, VidyardFour alternatives
Google Display & Video 360, LinkedIn Campaign Manager, StackAdapt, The Trade DeskThree alternatives
Google Ads, MNTN, StackAdaptTwo alternatives
StackAdapt, Vibe.coMiniMax M2.5Google Display & Video 360, The Trade DeskDemandbaseChangedThe Trade DeskVISTYno first choiceagainst: Meta Ads, TikTok Ads, X, YouTube Ads
Two alternatives
LinkedIn Campaign Manager, YouTube AdsFour alternatives
Amazon DSP, Google Display & Video 360, StackAdapt, The Trade DeskFour alternatives
Amazon DSP, Google Display & Video 360, MediaMath, Xandr InvestTwo alternatives
Amazon DSP, The Trade DeskGPT-6 LunaLinkedIn Campaign ManagerStackAdaptChangedGoogle Display & Video 360, The Trade DeskGLX Studio Enterpriseagainst: Wochitno first choiceagainst: TikTok Ads, X, YouTube Ads
Two alternatives
Demandbase, YouTube AdsTwo alternatives
DV360, The Trade DeskThree alternatives
Amazon Ads Agent, Roku Ads, Yahoo DSPMuse Glimmer 30BGoogle Video, LinkedIn Video Ads, YouTube AdsDemandbase CTVChangedGoogle Display & Video 360, DV360, The Trade DeskGoogle Display & Video 360, YouTube Programmatic Guaranteed on Display & Video 360no first choiceagainst: Google Performance Max, Meta Ads, TikTok Ads, Vimeo, YouTube Ads
One alternative
Google Display & Video 360One alternative
The Trade DeskSeven alternatives
Adobe Advertising, Amazon DSP, Basis, Brightcove, Magnite, PubMatic, VimeoBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:28 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:17 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:36 | yes | 7 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 09:09 | yes | 20 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:19 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 13 | 6 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:00 | yes | 24 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 07:25 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:59 | yes | 10 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:03 | yes | 15 | 21 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:53 | yes | 14 | 23 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:16 | yes | 12 | 23 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:23 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:14 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:01 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:59 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:49 | yes | 17 | 26 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:18 | yes | 18 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:58 | yes | 20 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:56 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:20 | yes | 23 | 48 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:37 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:25 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:55 | yes | 25 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:19 | yes | 23 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:10 | yes | 5 | 34 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:13 | yes | 16 | 29 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:25 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:38 | yes | 8 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:17 | yes | 23 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:12 | yes | 19 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:43 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:47 | yes | 23 | 14 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:47 | yes | 23 | 55 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:12 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:03 | yes | 10 | 41 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:58 | yes | 24 | 30 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:57 | yes | 22 | 52 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:59 | yes | 22 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:53 | yes | 7 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:27 | yes | 24 | 45 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:05 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:08 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:40 | yes | 11 | 38 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 07:59 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:42 | yes | 22 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:58 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:28 | yes | 22 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:51 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:58 | yes | 15 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:32 | yes | 20 | 23 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:31 | yes | 21 | 26 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:15 | yes | 17 | 63 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:46 | yes | 2 | 26 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:18 | yes | 13 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:32 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:48 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 09:04 | yes | 18 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:33 | yes | 23 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:34 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:46 | yes | 24 | 61 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:00 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:10 | yes | 20 | 55 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:35 | yes | 25 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 12:00 | yes | 14 | 62 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:39 | yes | 5 | 37 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:23 | yes | 3 | 20 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:10 | yes | 13 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:41 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:50 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:19 | yes | 26 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 12:32 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:06 | yes | 24 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:33 | yes | 14 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:14 | yes | 22 | 38 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 12:19 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:29 | yes | 24 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:49 | yes | 25 | 35 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:29 | yes | 25 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 13:27 | yes | 18 | 47 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 4 | 47 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:25 | yes | 24 | 45 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Facebook read as Meta Ads
Google Ads Video Campaigns read as Google Ads
LinkedIn read as LinkedIn Video Ads
Meta read as Meta Ads
Meta (Facebook, Instagram) read as Meta Ads
Meta (Facebook/Instagram) read as Meta Ads
Meta/Facebook read as Meta Ads
Roku read as Roku Ads
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
YouTube read as YouTube Ads
YouTube (Google Ads) read as YouTube Ads
YouTube (Google) read as YouTube Ads
Unresolved, counted raw
Disney
EchoVideo
Elai powered by Panopto
GLX Studio Enterprise
Google
Google Display & Video 360, DV360
Google's Non-YouTube Video Networks (e.g., Google Search Partners, some third-party video sites)
Magna
Opera Ads
Simulmedia (TV+)
Snap
Snapchat Ads Manager
SpotRoku
SundaySky
Telestream
Tiger Pistol
VDX
Vodlix
Waymark
Xandr Invest (Microsoft)
YouTube Programmatic Guaranteed on Display & Video 360
YouTube Select
YouTube Studio Ads Manager
cadent.tv
Discontinued, still offered
No shut-down product was recommended here.