Video advertising
Asked as “video advertising platform”, and as “connected TV and online video ads platform”, on behalf of a mid-market B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
32%
Contested · LinkedIn Video Ads 17%
32StackAdapt17LinkedIn Video Ads15YouTube Ads36others
32% of first choices, contested.
Since September 2026▲+9Since September 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.StackAdapt held the lead, +9 points on 24%, inside the 11-point floor.
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
LinkedIn Video Ads24%Contested↗new leaderNew leader since September 2026: LinkedIn Video Ads (23%) replaces Meta Ads (21% then, 10% now), 13 points clear, past 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.This pageEnterpriseLinkedIn Video Ads24%Contested▲+3Since September 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →
LinkedIn Video Ads24%Contested↗new leaderNew leader since September 2026: LinkedIn Video Ads (23%) replaces Meta Ads (21% then, 10% now), 13 points clear, past 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.This pageEnterpriseLinkedIn Video Ads24%Contested▲+3Since September 2026: 21% → 24%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01StackAdapt32%0%36endorsed leader▲+9Since September 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 33%
StackAdapt32%0%36endorsed leader▲+9Since September 2026: 24% → 33%, +9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.24% → 33%02LinkedIn Video Ads17%16%25accepted challenger▼−3Since September 2026: 20% → 17%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 17%
LinkedIn Video Ads17%16%25accepted challenger▼−3Since September 2026: 20% → 17%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 17%03
YouTube Ads15%15%46accepted challenger▼−5Since September 2026: 20% → 15%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 15%
YouTube Ads15%15%46accepted challenger▼−5Since September 2026: 20% → 15%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.20% → 15%04
Meta Ads11%21%42accepted challenger▼−2Since September 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 11%
Meta Ads11%21%42accepted challenger▼−2Since September 2026: 13% → 11%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.13% → 11%05
Vibe.co8%0%17accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%
Vibe.co8%0%17accepted challenger▲+2Since September 2026: 7% → 9%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 9%06MNTN2%0%15accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
07
TikTok Ads2%35%34criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%
TikTok Ads2%35%34criticized challenger▼−5Since September 2026: 7% → 2%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.7% → 2%08
Google Display & Video 360 Lab in the set2%10%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%
Google Display & Video 360 Lab in the set2%10%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%09
Demandbase CTV2%18%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%
Demandbase CTV2%18%11accepted challenger=heldSince September 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 2%Show the four products at 0%, ordered by negative rate
10
The Trade Desk0%27%22criticized 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 Trade Desk0%27%22criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%13
Hulu0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Hulu0%9%11accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%11
Amazon DSP0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Amazon DSP0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
Roku Ads0%8%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Roku Ads0%8%12accepted 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. 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 one time 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 360LinkedIn Video Ads vs YouTube AdsLinkedIn Video Ads vs Meta AdsLinkedIn Video Ads vs Vibe.coLinkedIn Video Ads vs MNTNLinkedIn Video Ads vs TikTok AdsLinkedIn Video Ads vs Google Display & Video 360YouTube Ads vs Meta AdsYouTube Ads vs Vibe.coYouTube Ads vs MNTNYouTube Ads vs TikTok AdsYouTube Ads vs Google Display & Video 360Meta Ads vs Vibe.coMeta Ads vs MNTNMeta Ads vs TikTok AdsMeta 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
07080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01StackAdapt32%
StackAdapt32%02LinkedIn Video Ads17%
LinkedIn Video Ads17%03YouTube Ads15%
YouTube Ads15%04Meta Ads11%
Meta Ads11%05Vibe.co8%
Vibe.co8%06MNTN2%
07TikTok Ads2%
TikTok Ads2%08Google Display & Video 3602%
Google Display & Video 3602%09Demandbase CTV2%
Demandbase CTV2%10The Trade Desk0%
The Trade Desk0%11Amazon DSP0%
Amazon DSP0%12Roku Ads0%
Roku Ads0%13Hulu0%
Hulu0%What they warned about
One 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 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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 Ads35%
12 of 34 labels negative · 10 of 14 models · 2 hard negative
“The "Trap" to Watch Out For: TikTok Ads ... TikTok is physically too expensive to start with, and you should stick to YouTube or Meta.” Gemini 3.5 Flash, budget prompt
Meta Ads21%
9 of 42 labels negative · 7 of 14 models
“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
Google Video Partners100%
6 of 6 labels negative · 6 of 14 models · 6 hard negative
“Google Video Partners (GVP) — Use with Extreme Caution ... roughly 80% of video ad placements ... violated Google's own promised standards.” Kimi K2, negative prompt
YouTube Ads15%
7 of 46 labels negative · 6 of 14 models
“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
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 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. 1021 links across 311 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 · Vibe.co32 answers · 47 citations · 11 models
vendor site · Madgicx29 answers · 33 citations · 11 models
23 answers · 24 citations · 10 models
23 answers · 23 citations · 10 models
vendor site · Demandbase21 answers · 36 citations · 12 models
20 answers · 31 citations · 10 models
19 answers · 19 citations · 10 models
vendor site · Guideflow17 answers · 18 citations · 11 models
17 answers · 17 citations · 10 models
vendor site · Hey Sid15 answers · 27 citations · 11 models
15 answers · 26 citations · 8 models
vendor site · ZoomInfo15 answers · 24 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.
27 answers · 11 models
26 answers · 11 models
23 answers · 10 models
21 answers · 10 models
18 answers · 9 models
17 answers · 12 models
17 answers · 10 models
12 answers · 9 models
12 answers · 9 models
10 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| StackAdapt stackadapt.com | 32% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 | |
| LinkedIn parent site LinkedIn Video Ads 17%, LinkedIn CTV Ads 2% | 19% | 84 | 11,100,000 | 77,031 | ||||
| YouTube Ads youtube.com | 15% | 116 | 14,800 | 9,294 | 3,335,384,769 | $40 | 7 | |
| Meta meta.com Meta Ads 11% | 11% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 | |
| Vibe.co vibe.co | 8% | 51 | 1,900 | 4 | 13,556 | $75 | 60 | |
| Google parent site Google Display & Video 360 2%, Google Ads 2%, Google Video 2% | 6% | 201 | 550,000 | 15,818 | ||||
| MNTN | 2% | 450,000 | 336 | |||||
| TikTok Ads tiktok.com | 2% | 130 | 22,200 | 1,238 | 318,250,761 | $58,994 | 92 | |
| Demandbase CTV demandbase.com | 2% | 34 | 42,531 | 34 | ||||
| Reddit Ads reddit.com | 2% | 8 | 1 |
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 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 4.5StackAdaptLinkedIn Video Ads, YouTube AdsChangedVibe.coVibe.cono first choiceagainst: TikTok Ads, X, YouTube Ads
Three alternatives
LinkedIn Video Ads, MNTN, Vibe.coTwo alternatives
Hulu, The Trade DeskSix alternatives
Amazon DSP, MNTN, Roku Advertising, Simpli.fi, StackAdapt, The Trade DeskFour alternatives
AdLib, Meta Ads, RichAds, TikTok AdsGPT-5.4 miniLinkedIn Video Adsagainst: Meta AdsGoogle Ads, Google Display & Video 360ChangedYouTube AdsYouTube Adsagainst: LinkedIn Video Adsno first choicenothing named
One alternative
YouTube AdsThree alternatives
LinkedIn Video Ads, Meta Ads, TikTok AdsTwo alternatives
Meta Ads, TikTok AdsGemini 3.5 FlashLinkedIn Video AdsLinkedIn CTV Ads, StackAdapt, Vibe.coChangedagainst: The Trade DeskYouTube AdsYouTube Adsagainst: TikTok AdsStackAdaptagainst: DV360, The Trade Deskagainst: Google Video Partners, Meta's Audience Network, TikTok's Audience Network, X
Four alternatives
Meta Ads, StackAdapt, Vibe.co, YouTube AdsTwo alternatives
Google Ads, MNTNSeven alternatives
Amazon Ads, LinkedIn Video Ads, MNTN, Meta Ads, The Trade Desk, TikTok Ads, Vibe.coTwo alternatives
Meta Ads, Vibe.coThree alternatives
Basis, Choozle, MNTNPerplexity SonarStackAdaptDemandbase CTVChangedTikTok Ads, YouTube Adsagainst: Brightcove, Dacast, InnovidVibe.coagainst: YouTube Adsno first choiceagainst: Cheap third-party video ad networks, Google Video, Meta Ads, Snapchat Ads, TikTok Ads, Walled-garden CTV platforms, YouTube Ads
Four alternatives
AdRoll ABM, LinkedIn Video Ads, The Trade Desk, Vibe.coThree alternatives
AdRoll, Brandzooka, The Trade DeskSeven alternatives
Amazon DSP, MNTN, Meta Ads, OpenX, StackAdapt, The Trade Desk, Vibe.coOne alternative
TikTok AdsGrok 4.20LinkedIn Video Adsagainst: Meta AdsStackAdaptChangedagainst: Amazon DSP, Google Display & Video 360, The Trade Deskno first choiceMeta Adsno first choiceagainst: Google Video Partners, Meta Ads, TikTok Ads, YouTube Ads
One alternative
YouTube AdsOne alternative
MNTNTwo alternatives
TikTok Ads, YouTube AdsMistral SmallStackAdaptMNTN, StackAdaptChangedYouTube AdsYouTube Adsno first choiceagainst: Meta Ads, YouTube Ads
Two alternatives
Demandbase CTV, YouTube AdsTwo alternatives
LinkedIn Video Ads, YouTube AdsFour alternatives
Amazon Advertising, Google Display & Video 360, Meta Ads, Walmart ConnectTwo alternatives
Facebook Video Ads, TikTok AdsDeepSeek V4 FlashLinkedIn Video Adsagainst: DV360, The Trade DeskStackAdaptChangedYouTube Adsagainst: Vimeo, WistiaMeta Ads, YouTube Adsagainst: TikTok Adsno first choiceagainst: Google Video Partners, Meta Ads, TikTok Ads, YouTube Ads
Two alternatives
StackAdapt, YouTube AdsTwo alternatives
Demandbase CTV, Vibe.coEight alternatives
Amazon DSP, Google Display & Video 360, Hulu, Meta Ads, Roku Ads, The Trade Desk, TikTok Ads, Vibe.coLlama 4 MaverickStackAdaptno first choiceChangedno first choiceVibe.cono first choiceagainst: TikTok Ads, YouTube Ads
Four alternatives
Google Ads, Gumlet, Madgicx, Meta AdsQwen 3.7 FlashLinkedIn Video Ads, StackAdaptStackAdaptChangedYouTube AdsReddit Adsagainst: TikTok Adsno first choiceagainst: "Boost Post" Features, LinkedIn Video Ads, PropellerAds, Revcontent, Taboola, Teads, TikTok Ads
One alternative
Google AdsTwo alternatives
Demandbase CTV, MeasuredThree alternatives
Amazon Ads, Meta Ads, TikTok AdsTwo alternatives
Adwave, YouTube ShortsKimi K2LinkedIn Video Ads, YouTube Adsagainst: 6sense, Demandbase CTVStackAdaptChangedagainst: Demandbase CTV, Hey Sid, The Trade DeskYouTube AdsMeta Ads, TikTok Adsno first choiceagainst: Google Video Partners, TikTok Advertising
Two alternatives
Hey Sid, StackAdaptTwo alternatives
AdRoll, MNTNSix alternatives
Amazon DSP, Google Display & Video 360, Meta Ads, Roku Ads, The Trade Desk, TikTok AdsTwo alternatives
Snapchat Ads, YouTube AdsGLM 4.7 FlashXLinkedIn Video AdsStackAdaptChangedno first choiceMeta Adsno first choiceagainst: Adsproper.com, Google TrueView, Google Video Partners, ProfitSence
Three alternatives
Demandbase CTV, StackAdapt, YouTube AdsTwo alternatives
AdRoll ABM, YouTube AdsTwo alternatives
TikTok Ads, YouTube AdsMiniMax M2.5StackAdaptStackAdaptHeldno first choiceMeta Ads, YouTube Adsagainst: Hulu, LinkedIn Video Ads, Roku Adsno first choiceagainst: Google/YouTube, Meta Ads, TikTok Ads
Three alternatives
AdRoll, Demandbase CTV, Hey SidTwo alternatives
Demandbase CTV, MNTN Performance TVSix alternatives
Amazon DSP, Meta Ads, StackAdapt, The Trade Desk, TikTok Ads, YouTube AdsOne alternative
TikTok AdsGPT-6 LunaLinkedIn Video AdsStackAdaptChangedMeta Ads, YouTube AdsMeta Adsagainst: TikTok Adsno first choiceagainst: X
Two alternatives
StackAdapt, YouTube AdsTwo alternatives
Basis, MNTNFive alternatives
Amazon Ads Streaming TV, Google Display & Video 360, LinkedIn Video Ads, Roku Ads, TikTok AdsOne alternative
YouTube AdsMuse Glimmer 30BLinkedIn Sponsored Video / LinkedIn Campaign Manageragainst: DV360, The Trade DeskStackAdaptChangedGoogle Video, YouTube AdsGoogle Video, YouTube Adsno first choiceagainst: Google Video Partners, LinkedIn Video Ads, Meta Ads, TikTok Ads, X/Twitter
Three alternatives
Google Video, StackAdapt, YouTube AdsOne alternative
Hey SidThree alternatives
Meta Ads, Snapchat Ads, TikTok AdsTwo alternatives
Meta Ads - Facebook & Instagram, 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.
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 12:41 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:42 | yes | 4 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 14:12 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 07:24 | yes | 19 | 4 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) | 2026-10-01 08:03 | yes | 25 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:39 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:43 | yes | 23 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:03 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:18 | yes | 8 | 19 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:34 | yes | 20 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:03 | yes | 23 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:14 | yes | 9 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 14:07 | yes | 3 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:23 | yes | 22 | 40 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:47 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:54 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:37 | yes | 14 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 08:10 | yes | 16 | 4 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) | 2026-10-01 11:52 | yes | 17 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:38 | yes | 8 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:57 | yes | 22 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:10 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 14:08 | yes | 7 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:18 | yes | 18 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:57 | yes | 24 | 15 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:14 | yes | 10 | 66 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:48 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:26 | yes | 18 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:39 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:17 | yes | 4 | 5 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:22 | yes | 14 | 22 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 12:47 | yes | 20 | 5 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) | 2026-10-01 13:55 | yes | 22 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:00 | yes | 9 | 8 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 24 | 52 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:23 | yes | 5 | 1 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:06 | yes | 9 | 21 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:49 | yes | 19 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:27 | yes | 15 | 29 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 14:14 | yes | 25 | 49 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:38 | yes | 8 | 18 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:15 | yes | 14 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:37 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:12 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:23 | yes | 15 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 13:46 | yes | 30 | 6 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) | 2026-10-01 10:41 | yes | 25 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:26 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:58 | yes | 24 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:45 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:15 | yes | 15 | 82 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:44 | yes | 10 | 15 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:26 | yes | 24 | 31 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:55 | no | 0 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:21 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:09 | yes | 12 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:54 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 12:46 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 07:58 | yes | 18 | 6 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) | 2026-10-01 08:15 | yes | 8 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 13:38 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:08 | yes | 16 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 14:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:13 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 13:47 | yes | 10 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:12 | yes | 18 | 14 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:11 | yes | 5 | 28 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:34 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:38 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:32 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 13:03 | yes | 5 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:29 | yes | 26 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:51 | yes | 18 | 3 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) | 2026-10-01 10:09 | yes | 22 | 5 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:47 | yes | 5 | 3 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:58 | yes | 23 | 43 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:18 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:52 | no | 0 | 31 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:29 | yes | 25 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:46 | yes | 14 | 17 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:26 | yes | 14 | 51 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:22 | yes | 2 | 28 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 11:59 | yes | 15 | 28 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
Amazon read as Amazon DSP
Demandbase 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 (Sponsored Content – Video) 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 (Facebook & Instagram Reels) read as Meta Ads
Meta (Facebook/Instagram Video Ads) read as Meta Ads
Meta (Facebook/Instagram) read as Meta Ads
Reddit read as Reddit Ads
Roku read as Roku Ads
Snapchat read as Snapchat Ads
TikTok read as TikTok Ads
TikTok (Ads Manager) read as TikTok Ads
Twitter (X) read as Twitter (X) Ads
YouTube read as YouTube Ads
YouTube (Google Ads – Video Campaigns) read as YouTube Ads
YouTube (Google Ads) read as YouTube Ads
YouTube (Google Video Ads) read as YouTube Ads
YouTube (via Google Ads) read as YouTube Ads
Unresolved, counted raw
"Boost Post" Features (Facebook/Instagram/X)
Adsproper.com
Amazon Ads Streaming TV
Cheap third-party video ad networks
Facebook Video Ads
Fyber
Hulu Ads
LinkedIn Sponsored Video / LinkedIn Campaign Manager
Meta Ads - Facebook & Instagram
Meta's Audience Network
Microsoft
Netflix ad-tier
ProfitSence
The CMO Club
TikTok Advertising
TikTok's Audience Network
Vimeo Ads
Walled-garden CTV platforms
Xumo
Discontinued, still offered
No shut-down product was recommended here.