Video advertising
Asked as “video advertising platform”, and as “connected TV and online video ads platform”, on behalf of a mid-market B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
24%
Contested · LinkedIn Video Ads 20%
24StackAdapt20LinkedIn Video Ads20YouTube Ads37others
24% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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.
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
07M08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01StackAdapt24%
StackAdapt24%02YouTube Ads20%
YouTube Ads20%03LinkedIn Video Ads20%
LinkedIn Video Ads20%04Meta Ads13%
Meta Ads13%05Vibe.co7%
Vibe.co7%06TikTok Ads7%
TikTok Ads7%07Demandbase CTV2%
Demandbase CTV2%08MNTN0%
09The Trade Desk0%
The Trade Desk0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, 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 Ads29%
10 of 34 labels negative · 9 of 12 models · 2 hard negative
“High IVT rates ... strict policies leading to frequent account bans/suspensions ... complaints of funds withheld” Grok 4.20, negative prompt
YouTube Ads14%
6 of 42 labels negative · 6 of 12 models · 1 hard negative
“Brand Safety: Content classification issues, especially in sensitive categories” GLM 4.7 FlashX, negative prompt
The Trade Desk38%
9 of 24 labels negative · 6 of 12 models
“enterprise-grade demand-side platforms (DSPs) like *The Trade Desk* are powerful, they often require high monthly minimum spends (frequently $20,000+) and dedicated ad ops teams” Gemini 3.5 Flash, paraphrase prompt
Google Video Partners100%
3 of 3 labels negative · 3 of 12 models · 3 hard negative
“The most concrete, evidence-backed "avoid or be very careful with" items are: 1. Google Video Partners inventory (limit/curate it)” DeepSeek V4 Flash, 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
19 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. 255 links across 123 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.co13 answers · 22 citations · 3 models
vendor site · Demandbase8 answers · 10 citations · 3 models
vendor site · Guideflow6 answers · 6 citations · 3 models
vendor site · YouTube5 answers · 12 citations · 1 model
vendor site · Hey Sid5 answers · 7 citations · 3 models
vendor site · RichAds5 answers · 5 citations · 3 models
vendor site · AdRoll4 answers · 4 citations · 2 models
4 answers · 4 citations · 2 models
4 answers · 4 citations · 3 models
vendor site · Reddit3 answers · 5 citations · 2 models
vendor site · FroggyAds3 answers · 4 citations · 1 model
vendor site · StackAdapt3 answers · 4 citations · 2 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.
12 answers · 3 models
7 answers · 3 models
5 answers · 3 models
4 answers · 3 models
4 answers · 3 models
4 answers · 3 models
3 answers · 2 models
3 answers · 2 models
3 answers · 2 models
3 answers · 3 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 |
|---|---|---|---|---|---|---|---|
| StackAdapt stackadapt.com | 24% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 |
| LinkedIn parent site LinkedIn Video Ads 20%, LinkedIn CTV Ads 2% | 22% | 84 | 11,100,000 | 77,031 | |||
| YouTube Ads youtube.com | 20% | 116 | 14,800 | 9,294 | 3,335,384,769 | $40 | 7 |
| Meta meta.com Meta Ads 13% | 13% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 |
| Vibe.co vibe.co | 7% | 51 | 1,900 | 4 | 13,556 | $75 | 60 |
| TikTok Ads tiktok.com | 7% | 130 | 22,200 | 1,238 | 318,250,761 | $58,994 | 92 |
| Demandbase CTV demandbase.com | 2% | 34 | 42,531 | 34 | |||
| Google parent site Google Ads 2% | 2% | 201 | 550,000 | 15,818 | |||
| Adwave adwave.com | 2% | 10 | |||||
| Instagram Reels instagram.com | 2% | 23 |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (reddit.com). 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 a mid-market B2B company?”Paraphrase“Which connected TV and online video ads platform would you recommend to a mid-sized B2B company?”Comparative“What are the top video advertising platforms and how do they differ?”Budget-constrained“What is the best video advertising platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a video advertising platform. What should we look at?”Negative“Which video advertising platforms should I avoid or be cautious about?”
Claude Haiku 4.5StackAdaptVibe.coChangedVibe.coInstagram Reels, Meta Ads, YouTube Adsagainst: LinkedIn Video Adsno first choiceagainst: YouTube Ads
Four alternatives
AdRoll ABM, MNTN, Vibe.co, YouTube AdsThree alternatives
Demandbase CTV, MNTN Performance TV, StackAdaptSix alternatives
Amazon DSP, Basis, MNTN, Simpli.fi, StackAdapt, The Trade DeskTwo alternatives
Pinterest, TikTok AdsGPT-5.4 miniLinkedIn Video AdsStackAdaptChangedYouTube AdsYouTube Adsagainst: LinkedIn Video Adsno first choicenothing named
One alternative
YouTube AdsThree alternatives
LinkedIn CTV Ads, Microsoft Advertising, The Trade DeskFive alternatives
LinkedIn Video Ads, Meta Ads, Pinterest, Snapchat Ads, TikTok AdsTwo alternatives
Meta Ads, TikTok AdsGemini 3.5 FlashLinkedIn Video Ads, YouTube AdsVibe.coChangedagainst: The Trade Deskno first choiceYouTube Adsagainst: TikTok AdsStackAdaptagainst: Google Display & Video 360, The Trade Deskagainst: Meta’s Audience Network, TikTok’s Pangle, X/Twitter
Three alternatives
MNTN, VISTY, Vibe.coThree alternatives
LinkedIn CTV Ads, MNTN, StackAdaptTwo alternatives
Meta Ads, Vibe.coEight alternatives
Basis, Demandbase CTV, Google Ads, MNTN, Meta Ads, Terminus, TikTok Ads, Vibe.coPerplexity SonarStackAdaptStackAdaptHeldGoogle Ads, YouTube Adsagainst: The Trade DeskMeta Adsagainst: TikTok Adsno first choiceagainst: YouTube Ads
Three alternatives
Demandbase CTV, LinkedIn Video Ads, Vibe.coThree alternatives
Demandbase CTV, Hey Sid, MNTNFive alternatives
Meta Ads, Roku Ads, StackAdapt, TikTok Ads, Vibe.coTwo alternatives
Vibe.co, YouTube AdsGrok 4.20LinkedIn Video Adsagainst: Meta Ads, StackAdapt, Vidyard, WistiaStackAdaptChangedagainst: Google Display & Video 360, The Trade Deskno first choiceYouTube Adsagainst: Amazon DSPGoogle Ads, Meta Ads, TikTok Adsagainst: Adobe Advertisingagainst: Google Video Partners, Taboola, TikTok Ads
Two alternatives
Demandbase CTV, YouTube AdsThree alternatives
Demandbase CTV, MNTN, Vibe.coFour alternatives
Meta Ads, Pinterest, TikTok Ads, Vibe.coFour alternatives
MNTN, Simpli.fi, StackAdapt, The Trade DeskMistral SmallLinkedIn Video Adsagainst: VimeoDemandbase CTV, StackAdaptChangedYouTube AdsYouTube Adsno first choiceagainst: Google Video Partners, YouTube Ads
Three alternatives
Vidyard, Wistia, YouTube AdsThree alternatives
LinkedIn Video Ads, The Trade Desk, YouTube AdsSix alternatives
Amazon CTV, Hulu, Meta Ads, Roku Ads, The Trade Desk, TikTok AdsFive alternatives
AdMaven, Adwave, LinkedIn Video Ads, MGID, TikTok AdsDeepSeek V4 FlashLinkedIn Video Adsagainst: Google Display & Video 360, The Trade DeskStackAdaptChangedagainst: Demandbase CTV, The Trade DeskYouTube Adsagainst: Google Ad ManagerYouTube Adsagainst: TikTok Adsno first choiceagainst: Google Performance Max, Google Video Partners, Roku OneView, TikTok Ads
Two alternatives
StackAdapt, YouTube AdsOne alternative
MNTNEleven alternatives
Amazon DSP, Disney+, Google Display & Video 360, Hulu, Meta Ads, Netflix Ads, Roku Ads, StackAdapt, The Trade Desk, TikTok Ads, Vibe.coOne alternative
Meta AdsFour alternatives
MNTN, StackAdapt, The Trade Desk, Vibe.coLlama 4 Maverickno first choiceno first choiceHeldno first choiceAdwaveno first choiceagainst: TikTok Ads, YouTube Ads
Two alternatives
Goldcast, Vibe.coFour alternatives
Google Ads, Loom, Meta Ads, TikTok AdsQwen 3.7 FlashLinkedIn Video Ads, YouTube AdsStackAdaptChangedMeta Ads, YouTube AdsMeta Ads, TikTok Adsno first choiceagainst: ExoClick, LinkedIn Video Ads, Reddit Ads, Snapchat Ads, TikTok Ads, TrafficStars
Two alternatives
Meta Ads, Reddit AdsTwo alternatives
Demandbase CTV, MNTNFour alternatives
Amazon Prime Video, Roku Ads, The Trade Desk, TikTok AdsTwo alternatives
Adwave, YouTube AdsKimi K2LinkedIn Video Adsagainst: DV360, The Trade DeskLinkedIn CTV Ads, StackAdaptChangedMeta Ads, YouTube AdsTikTok Adsno first choiceagainst: The Trade Deskagainst: Adsterra, Clickadu, ExoClick, Kadam, Monetag, Netpub.Media, TikTok Ads, TrafficJunky, X
Two alternatives
StackAdapt, YouTube AdsThree alternatives
Google Display & Video 360, The Trade Desk, Vibe.coTwo alternatives
LinkedIn Video Ads, TikTok AdsFive alternatives
Facebook/Instagram Video Ads, Pinterest Video Ads, Roku Ads, Vibe.co, YouTube ShortsFour alternatives
Basis, MNTN, StackAdapt, Vibe.coGLM 4.7 FlashXLinkedIn Video AdsVibe.coChangedTikTok Ads, YouTube AdsMeta Adsno first choiceagainst: Google Performance Max, Meta Platforms, TikTok Ads, YouTube Ads
Two alternatives
Meta Ads, YouTube AdsFour alternatives
6sense, Demandbase CTV, MNTN, StackAdaptSeven alternatives
LinkedIn Video Ads, MNTN, Meta Ads, Simpli.fi, StackAdapt, Tatari, Vibe.coThree alternatives
Reddit Ads, TikTok Ads, YouTube AdsMiniMax M2.5LinkedIn Video AdsStackAdaptChangedagainst: The Trade DeskMeta Ads, YouTube AdsMeta Ads, YouTube Adsno first choiceagainst: Meta Ads, Programmatic/CTV, TikTok Ads, YouTube Ads
Two alternatives
Vidyard, WistiaTwo alternatives
Brandzooka, MNTNSeven alternatives
Amazon DSP, Google Display & Video 360, MNTN, StackAdapt, The Trade Desk, TikTok Ads, Vibe.coFour alternatives
Adwave, Roku Ads, Spotify Ads, TikTok AdsBold 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 02:42 | yes | 8 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:25 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:52 | yes | 17 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:06 | yes | 20 | 5 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) | 2026-09-15 03:37 | yes | 0 | 6 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:35 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 04:04 | yes | 0 | 64 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:33 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:39 | yes | 0 | 28 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:17 | yes | 0 | 37 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:27 | yes | 0 | 58 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:48 | yes | 0 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:37 | yes | 5 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:11 | yes | 4 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:45 | yes | 20 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 04:46 | yes | 20 | 18 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 03:32 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:49 | yes | 0 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:55 | yes | 0 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:06 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:47 | yes | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:01 | yes | 0 | 37 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:59 | yes | 0 | 14 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:05 | yes | 0 | 40 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:16 | yes | 8 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:33 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:49 | yes | 8 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 03:49 | yes | 20 | 8 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 01:08 | yes | 0 | 7 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:37 | yes | 0 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:34 | yes | 0 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:27 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:01 | no | 0 | 46 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:51 | yes | 0 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:33 | yes | 0 | 34 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:33 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:03 | no | 0 | 4 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:51 | no | 0 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:42 | yes | 7 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:28 | yes | 20 | 5 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 04:40 | yes | 0 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:31 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:44 | yes | 0 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:46 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:47 | yes | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:16 | yes | 0 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:37 | yes | 0 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:13 | yes | 0 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:09 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:25 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:28 | yes | 12 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 03:50 | yes | 20 | 20 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 23:19 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:07 | yes | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:22 | yes | 0 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:20 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:30 | yes | 0 | 74 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:43 | yes | 0 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:49 | yes | 0 | 139 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:13 | yes | 0 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:55 | yes | 15 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:02 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:59 | yes | 25 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 02:38 | yes | 20 | 6 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 05:06 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:38 | yes | 0 | 8 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:46 | yes | 0 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:36 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:18 | yes | 0 | 51 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:17 | yes | 0 | 67 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:38 | yes | 0 | 15 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:18 | yes | 0 | 27 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
Demandbase read as Demandbase CTV
Demandbase One read as Demandbase CTV
Facebook read as Meta Ads
Google/YouTube Ads read as Google Ads
Instagram read as Meta Ads
LinkedIn read as LinkedIn Video Ads
LinkedIn Ads read as LinkedIn Video Ads
LinkedIn Campaign Manager read as LinkedIn Video Ads
Meta read as Meta Ads
Meta (FB/IG Reels) read as Meta Ads
Meta (Facebook & Instagram) read as Meta Ads
Meta (Facebook + Instagram Video & Reels) read as Meta Ads
Meta (Facebook + Instagram) read as Meta Ads
Meta (Facebook/Instagram) read as Meta Ads
Meta (Facebook/Instagram) Video Ads read as Meta Ads
Meta (Instagram & Facebook) read as Meta Ads
Meta Video Ads (Facebook/Instagram) read as Meta Ads
Meta/Facebook read as Meta Ads
Reddit read as Reddit Ads
Roku read as Roku Ads
Roku Ads Manager read as Roku Ads
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
TikTok Video Ads read as TikTok Ads
YouTube read as YouTube Ads
YouTube (Google Ads) read as YouTube Ads
YouTube (Google Video Partners) read as YouTube Ads
YouTube (via Google Ads) read as YouTube Ads
YouTube Ads via Google Video/PMax campaigns read as YouTube Ads
Unresolved, counted raw
AdMaven
AdPushUp
Amazon CTV (Prime Video, Freevee, Fire TV)
Dao.ad
Demand Gen
Kadam
Meta Retargeting
Meta’s Audience Network
Netflix Ads
Netpub.Media
Noizz.io
Pinterest Video Ads
Programmatic/CTV
PuppyDog
Pushub
TikTok’s Pangle
TrafficJunky
Discontinued, still offered
No shut-down product was recommended here.