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. 43 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
21%
Contested · The Trade Desk 19%
21LinkedIn Video Ads19The Trade Desk14Demandbase CTV47others
21% of first choices, contested.
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.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the four products at 0%, ordered by negative rate
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 eleven models six times of 44. Lab treatment is defined on the method page; the row is marked, not excluded.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-one head-to-head pages: the top seven products, each against each
StackAdapt vs Vibe.coStackAdapt vs TikTok AdsStackAdapt vs Demandbase CTVYouTube Ads vs LinkedIn Video AdsYouTube Ads vs Meta AdsYouTube Ads vs Vibe.coYouTube Ads vs TikTok AdsYouTube Ads vs Demandbase CTVLinkedIn Video Ads vs Meta AdsLinkedIn Video Ads vs Vibe.coLinkedIn Video Ads vs TikTok AdsLinkedIn Video Ads vs Demandbase CTVMeta Ads vs Vibe.coMeta Ads vs TikTok AdsMeta Ads vs Demandbase CTVVibe.co vs TikTok AdsVibe.co vs Demandbase CTVTikTok Ads vs Demandbase CTV
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 →
01
02
03
04
05
06
07
08M09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01LinkedIn Video Ads21%
LinkedIn Video Ads21%02The Trade Desk19%
The Trade Desk19%03Google Display & Video 36014%
Google Display & Video 36014%04Demandbase CTV14%
Demandbase CTV14%05Vibe.co7%
Vibe.co7%06Amazon DSP2%
Amazon DSP2%07YouTube Ads2%
YouTube Ads2%08StackAdapt0%
StackAdapt0%09MNTN0%
10Meta Ads0%
Meta Ads0%11TikTok Ads0%
TikTok Ads0%What they warned about
One of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Ads93%
13 of 14 labels negative · 10 of 12 models · 3 hard negative
“CTV/OTT, programmatic video, TikTok, and MFA sites present elevated risks requiring stronger verification controls and more aggressive exclusion policies.” MiniMax M2.5, negative prompt
Meta Ads71%
10 of 14 labels negative · 8 of 12 models · 1 hard negative
“should avoid relying on Meta as their primary acquisition channel because of poor audience alignment” Perplexity Sonar, negative prompt
YouTube Ads35%
7 of 20 labels negative · 7 of 12 models · 1 hard negative
“Highest Caution/Avoid: YouTube (Google)” Grok 4.20, negative prompt
X80%
4 of 5 labels negative · 4 of 12 models · 2 hard negative
“Avoid entirely unless you have extremely high risk tolerance and comprehensive brand safety monitoring.” Mistral Small, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
21 of 72 answers in this category came back with a source list, from 4 of 12 models: citations where the model returns them, or the search results it consulted. 264 links across 151 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 8 models searched through a gateway that returned no source list on this edition.
vendor site · Vibe.co10 answers · 13 citations · 3 models
vendor site · Demandbase7 answers · 11 citations · 3 models
vendor site · Hey Sid5 answers · 6 citations · 3 models
4 answers · 8 citations · 3 models
4 answers · 8 citations · 2 models
vendor site · Improvado4 answers · 5 citations · 2 models
4 answers · 5 citations · 3 models
vendor site · AdRoll4 answers · 4 citations · 2 models
vendor site · Madgicx4 answers · 4 citations · 2 models
vendor site · RichAds4 answers · 4 citations · 2 models
3 answers · 7 citations · 1 model
vendor site · YouTube3 answers · 5 citations · 1 model
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.
7 answers · 3 models
7 answers · 3 models
5 answers · 3 models
4 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 3 models
3 answers · 2 models
3 answers · 2 models
3 answers · 2 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 |
|---|---|---|---|---|---|---|---|
| LinkedIn parent site LinkedIn Video Ads 21%, LinkedIn CTV Ads 2% | 23% | 84 | 11,100,000 | 77,031 | |||
| The Trade Desk thetradedesk.com | 19% | 351 | 27,100 | 1,140 | 68,569 | $8,113 | 18 |
| Google parent site Google Display & Video 360 14% | 14% | 169 | |||||
| Demandbase CTV demandbase.com | 14% | 34 | 42,531 | 34 | |||
| Vibe.co vibe.co | 7% | 51 | 1,900 | 4 | 13,556 | $75 | 60 |
| Adobe parent site Adobe Advertising 5% | 5% | 81 | 1,220,000 | 117,563 | |||
| Amazon DSP amazon.com | 2% | 139 | 22,200 | 1,498 | 1,681,997,879 | $106,125 | 115 |
| 6sense 6sense.com | 2% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 |
| YouTube Ads youtube.com | 2% | 116 | 14,800 | 9,294 | 3,335,384,769 | $40 | 7 |
| Goldcast goldcast.io | 2% | 71 | 4,400 | 42 | 6,549 | 24 |
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 AdsDemandbase CTVChangedagainst: The Trade DeskGoogle Display & Video 360, The Trade DeskVibe.cono first choiceagainst: Meta Platforms
One alternative
YouTube AdsOne alternative
StackAdaptFour alternatives
Amazon DSP, Roku Advertising, StackAdapt, TeadsOne alternative
The Trade DeskGPT-5.4 miniGoogle Display & Video 360, LinkedIn Video AdsAmazon DSPChangedno first choiceGoogle Display & Video 360no first choiceagainst: Google Video, Google Video Partners, TikTok Ads, YouTube Ads
Two alternatives
Microsoft Advertising, The Trade DeskGemini 3.5 Flash6sense, Demandbase CTVThe Trade DeskChangedMagnite, The Trade Deskagainst: Google Ad ManagerMediaocean Prismano first choiceagainst: Meta Ads, TikTok Ads, X
Four alternatives
LinkedIn Video Ads, MNTN, StackAdapt, YouTube AdsFour alternatives
6sense, Demandbase CTV, MNTN, StackAdaptFour alternatives
Amazon DSP, Comcast FreeWheel, Google Display & Video 360, PublicaTwo alternatives
Basis, The Trade DeskPerplexity SonarLinkedIn Video AdsDemandbase CTV, The Trade DeskChangedno first choiceAdobe Advertising, The Trade Deskagainst: Vibe.cono first choiceagainst: Meta Ads, Reddit Ads, TikTok Ads, YouTube Ads
Three alternatives
Brightcove, Demandbase CTV, The Trade DeskTwo alternatives
Google Display & Video 360, StackAdaptGrok 4.20LinkedIn Video Adsagainst: Meta Ads, TikTok AdsThe Trade DeskChangedGoogle Display & Video 360, The Trade Deskagainst: StackAdaptGoogle Display & Video 360against: Google Ads, Meta Ads, TikTok Adsno first choiceagainst: Google Ad Manager, Meta Ads, Snapchat Ads, TikTok Ads, Twitch, YouTube Ads
Four alternatives
DV360, Demandbase CTV, The Trade Desk, YouTube AdsThree alternatives
Demandbase CTV, Google Display & Video 360, MNTNTwo alternatives
Adobe Advertising, Amazon DSPTwo alternatives
Amazon DSP, The Trade DeskMistral SmallGoldcastDemandbase CTV, The Trade DeskChangedagainst: Google Display & Video 360Google Display & Video 360, The Trade DeskThe Trade Desk, Vibe.coagainst: Meta Ads, TikTok Ads, YouTube Adsno first choiceagainst: Facebook Video, Odysee/LBRY, Rumble, TikTok Ads, Twitch, X
Three alternatives
Brightcove, Vidyard, VimeoTwo alternatives
Amazon DSP, StackAdaptFive alternatives
Adobe Advertising, Amazon DSP, MediaMath, StackAdapt, Xandr InvestOne alternative
Amazon DSPDeepSeek V4 FlashLinkedIn Video AdsDemandbase CTVChangedGoogle Display & Video 360, The Trade DeskVibe.coagainst: Adobe Advertising, Amazon DSP, Google Display & Video 360, StackAdapt, The Trade Deskno first choiceagainst: Google Ads, Meta Ads, Snapchat Ads, TikTok Ads, Twitch, X/Twitter, YouTube Ads
Three alternatives
Google Display & Video 360, StackAdapt, The Trade DeskTwo alternatives
6sense, The Trade DeskSix alternatives
Amazon DSP, MNTN, Meta Ads, Roku Advertising, Vibe.co, YouTube AdsThree alternatives
Brightcove, Dacast, Paramount Ads ManagerLlama 4 Maverickno first choiceno first choiceHeldVibe.cono first choiceno first choicenothing named
Four alternatives
Basis, MNTN, Simpli.fi, StackAdaptQwen 3.7 FlashLinkedIn Video Ads, YouTube AdsThe Trade DeskChangedGoogle Display & Video 360, The Trade DeskGoogle Display & Video 360no first choiceagainst: Meta Ads, TikTok Ads, X
Four alternatives
DV360, Google Ads, MNTN, The Trade DeskTwo alternatives
Demandbase CTV, Google Display & Video 360Three alternatives
Amazon DSP, MNTN, StackAdaptThree alternatives
Prisma, The Trade Desk, Vibe.coKimi K2LinkedIn Video AdsLinkedIn CTV AdsChangedGoogle Display & Video 360, The Trade DeskAdobe Advertising, Google Display & Video 360no first choiceagainst: Snapchat Ads, TikTok Ads, X
Three alternatives
6sense, Demandbase CTV, YouTube AdsThree alternatives
Demandbase CTV, Google Display & Video 360, The Trade DeskSix alternatives
Amazon DSP, Basis, Demandbase CTV, Innovid, MNTN, StackAdaptTwo alternatives
N.Rich, Vibe.coGLM 4.7 FlashXLinkedIn Video AdsThe Trade DeskChangedAmazon DSP, Google Ads, The Trade Desk, YouTube AdsGoogle Display & Video 360no first choiceagainst: Meta Ads, Meta Platforms, TikTok Ads, YouTube Ads
One alternative
YouTube AdsFour alternatives
6sense, Amazon DSP, Google Display & Video 360, StackAdaptTwo alternatives
MNTN Performance TV, StackAdaptThree alternatives
Amazon DSP, StackAdapt, The Trade DeskMiniMax M2.5LinkedIn Video Ads, VISTYDemandbase CTVChangedno first choiceno first choiceArcade, Descriptagainst: HeyGen, Synthesia, Vyondagainst: LinkedIn Video Ads, Meta Ads, Pinterest, Snapchat Ads, TikTok Ads, YouTube Ads
Three alternatives
Brightcove, Demandbase CTV, WistiaFour alternatives
Google Display & Video 360, StackAdapt, The Trade Desk, Vibe.coBold 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.
Seventy-two 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 | 2026-09-15 01:27 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:09 | yes | 2 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:31 | yes | 8 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:26 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 22:59 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:10 | yes | 0 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:14 | yes | 0 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:41 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:09 | yes | 0 | 56 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:41 | yes | 0 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:02 | yes | 0 | 24 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 22:54 | yes | 0 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:28 | yes | 11 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:34 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:11 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:24 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:02 | yes | 0 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:18 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 02:03 | yes | 0 | 49 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:32 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:49 | yes | 0 | 43 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:33 | yes | 0 | 31 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:24 | yes | 0 | 126 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:40 | yes | 0 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:00 | yes | 11 | 14 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:17 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:12 | yes | 14 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:46 | yes | 20 | 11 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:24 | yes | 0 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:41 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:38 | yes | 0 | 51 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:30 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 22:52 | yes | 0 | 31 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:16 | yes | 0 | 49 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:21 | yes | 0 | 39 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:04 | yes | 0 | 69 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:09 | yes | 8 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:23 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:52 | yes | 20 | 45 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:13 | yes | 20 | 19 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:21 | yes | 0 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:52 | yes | 0 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:00 | yes | 0 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 05:01 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:12 | yes | 0 | 117 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:23 | yes | 0 | 54 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:37 | yes | 0 | 63 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:22 | yes | 0 | 102 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:54 | yes | 15 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:47 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:46 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 00:36 | yes | 19 | 11 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-14 23:34 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:18 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:50 | yes | 0 | 72 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:48 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:01 | no | 0 | 40 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:36 | yes | 0 | 39 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:20 | yes | 0 | 82 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:51 | yes | 0 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:09 | yes | 15 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:38 | yes | 2 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:36 | yes | 17 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-14 23:16 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 04:23 | yes | 0 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:44 | yes | 0 | 15 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:22 | yes | 0 | 105 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:18 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:55 | no | 0 | 35 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:28 | yes | 0 | 49 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:57 | yes | 0 | 20 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:18 | yes | 0 | 41 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Adobe Advertising DSP read as Adobe Advertising
Amazon read as Amazon DSP
Demandbase read as Demandbase CTV
Demandbase One read as Demandbase CTV
LinkedIn read as LinkedIn Video Ads
LinkedIn Ads read as LinkedIn Video Ads
LinkedIn Campaign Manager read as LinkedIn Video Ads
LinkedIn Video Advertising read as LinkedIn Video Ads
Meta read as Meta Ads
Meta (Facebook/Instagram) read as Meta Ads
Meta Video Ads read as Meta Ads
Reddit read as Reddit Ads
Roku read as Roku Ads
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
YouTube read as YouTube Ads
YouTube (Google) read as YouTube Ads
YouTube (via Google Ads or DV360) read as YouTube Ads
YouTube (via Google Ads) read as YouTube Ads
Unresolved, counted raw
Ads Uploader
Comcast FreeWheel
Kick
Madstreet
Magnite’s ClearLine
Mediaocean Prisma
Odysee/LBRY
Prisma (Mediaocean
Publica (by Integral Ad Science)
SellerStack Pro
Xandr Invest
Yahoo Partner Ads
Zefr
Discontinued, still offered
No shut-down product was recommended here.