Video advertising for small business buyers
Asked as “video advertising platform”, and as “connected TV and online video ads platform”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
21%
Contested · LinkedIn Video Ads 19%
21Meta Ads19LinkedIn Video Ads17YouTube Ads42others
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 a small 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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
06M07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Meta Ads21%
Meta Ads21%02LinkedIn Video Ads19%
LinkedIn Video Ads19%03YouTube Ads17%
YouTube Ads17%04Vibe.co13%
Vibe.co13%05TikTok Ads8%
TikTok Ads8%06StackAdapt2%
StackAdapt2%07MNTN2%
08Roku Ads0%
Roku Ads0%09The Trade Desk0%
The Trade Desk0%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 Ads29%
10 of 34 labels negative · 8 of 12 models · 5 hard negative
“### TikTok Ads Manager (For Certain Business Types) - Not suitable for: Conservative professional service providers” GLM 4.7 FlashX, negative prompt
LinkedIn Video Ads38%
11 of 29 labels negative · 8 of 12 models
“LinkedIn is a premium platform with high costs (often $20–$50+ per click)... your small business may burn its budget too quickly here.” Qwen 3.7 Flash, negative prompt
The Trade Desk85%
11 of 13 labels negative · 7 of 12 models · 5 hard negative
“Generally Avoid (High Minimums/Complexity for SMBs)... Explicitly "prices out" small businesses” Grok 4.20, negative prompt
MNTN
47%
8 of 17 labels negative · 6 of 12 models · 2 hard negative
“MNTN, tvScientific, Basis, StackAdapt often require $10,000–$25,000+ minimums... Why avoid: These are built for enterprise advertisers” Kimi K2, 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
20 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. 252 links across 117 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.co12 answers · 19 citations · 3 models
vendor site · Adwave7 answers · 10 citations · 3 models
6 answers · 6 citations · 2 models
vendor site · Google Search5 answers · 8 citations · 1 model
vendor site · Demandbase5 answers · 7 citations · 3 models
vendor site · LinkedIn5 answers · 6 citations · 2 models
vendor site · Atlassian5 answers · 5 citations · 2 models
vendor site · YouTube4 answers · 15 citations · 1 model
4 answers · 6 citations · 2 models
vendor site · Reddit4 answers · 6 citations · 2 models
vendor site · Guideflow4 answers · 4 citations · 1 model
vendor site · Madgicx4 answers · 4 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.
9 answers · 3 models
6 answers · 2 models
5 answers · 2 models
4 answers · 2 models
4 answers · 2 models
4 answers · 1 model
4 answers · 2 models
3 answers · 1 model
3 answers · 1 model
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 |
|---|---|---|---|---|---|---|---|
| Meta meta.com Meta Ads 21% | 21% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 |
| LinkedIn parent site LinkedIn Video Ads 19% | 19% | 84 | 11,100,000 | 77,031 | |||
| YouTube Ads youtube.com | 17% | 116 | 14,800 | 9,294 | 3,335,384,769 | $40 | 7 |
| Vibe.co vibe.co | 13% | 51 | 1,900 | 4 | 13,556 | $75 | 60 |
| Google parent site Google Ads 4%, Google/YouTube 4%, Google Display & Video 360 2%, Google Local Services Ads 0% | 10% | 201 | 550,000 | 15,818 | |||
| TikTok Ads tiktok.com | 8% | 130 | 22,200 | 1,238 | 318,250,761 | $58,994 | 92 |
| Hey Sid heysid.com | 4% | 15 | 70 | 22 | 452 | 15 | |
| Brandzooka brandzooka.com | 2% | 1 | |||||
| Instagram Reels instagram.com | 2% | 23 | |||||
| StackAdapt stackadapt.com | 2% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 |
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 small B2B company?”Paraphrase“Which connected TV and online video ads platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top video advertising platforms for a small team and how do they differ?”Budget-constrained“What is the best video advertising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a video advertising platform. What should we look at?”Negative“Which video advertising platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5StackAdapt, Vibe.coLinkedIn Video Ads, YouTube AdsChangedVibe.coagainst: MNTNVibe.cono first choiceagainst: The Trade Desk, Vimeo, YouTube Ads
One alternative
VidyardOne alternative
Roku AdsFour alternatives
Brandzooka, Simpli.fi, StackAdapt, YouTube AdsThree alternatives
RichAds, StackAdapt, TikTok AdsGPT-5.4 miniLinkedIn Video AdsGoogle AdsChangedGoogle Ads, Meta Ads, YouTube AdsYouTube Adsagainst: LinkedIn Video Adsno first choicenothing named
One alternative
YouTube AdsTwo alternatives
Amazon Ads, LinkedIn CTV AdsTwo alternatives
LinkedIn Video Ads, TikTok AdsOne alternative
TikTok AdsGemini 3.5 FlashYouTube Adsagainst: LinkedIn Video AdsVibe.coChangedagainst: MNTNMeta AdsMeta Adsagainst: TikTok AdsMeta Ads, YouTube Adsagainst: The Trade Deskagainst: DV360, Google Display Network, Hulu, LinkedIn Video Ads, Meta Audience Network, Paramount Ads Manager, Roku Ads, The Trade Desk, TikTok Ads, X (Formerly Twitter) Video Ads, Yahoo DSP
Three alternatives
MNTN, Meta Ads, Vibe.coTwo alternatives
LinkedIn CTV Ads, YouTube AdsFour alternatives
Disney Campaign Manager, TikTok Ads, Vibe.co, YouTube AdsOne alternative
YouTube AdsFive alternatives
Choozle, Hulu Ad Manager, MNTN, Roku Ads, StackAdaptPerplexity SonarLinkedIn Video Adsagainst: YouTube AdsMNTNChangedVibe.coagainst: The Trade DeskMeta Ads, YouTube Adsno first choiceagainst: AdView, Basis, LinkedIn Video Ads, MNTN, Nextdoor Ads, Pencil, Reddit Ads, Simpli.fi, Smartly, Snapchat Ads, StackAdapt, TikTok Ads, Twitch Ads, YouTube Ads
One alternative
Vibe.coThree alternatives
Brandzooka, Hey Sid, Vibe.coSeven alternatives
Adobe Express, Canva, CapCut, MNTN Performance TV, Roku Ads, Spotify Ads, StackAdaptOne alternative
Vibe.coGrok 4.20LinkedIn Video Adsagainst: Meta Ads, StackAdapt, Vibe.coVibe.coChangedagainst: Demandbase CTV, Google Display & Video 360, Hey Sid, MNTN, StackAdapt, The Trade DeskGoogle Ads, Meta Adsagainst: MNTN, The Trade DeskYouTube AdsMeta Ads, Vibe.coagainst: Amazon DSP, Google Display & Video 360, LinkedIn Video Ads, Snapchat Ads, The Trade Desk, TikTok Ads
One alternative
YouTube AdsOne alternative
BrandzookaThree alternatives
Roku Ads, TikTok Ads, Vibe.coTwo alternatives
Meta Ads, TikTok AdsTwo alternatives
Google/YouTube, TikTok AdsMistral SmallLinkedIn Video AdsHey SidChangedagainst: 6senseTikTok AdsMeta Adsno first choiceagainst: Google Display, Meta Ads, TikTok Ads, YouTube Ads
Three alternatives
Goldcast, VISTY, YouTube AdsTwo alternatives
Brandzooka, MNTNThree alternatives
Facebook/Instagram Video Ads, Instagram Reels Ads, YouTube AdsThree alternatives
Google Local Services Ads, TikTok Ads, YouTube AdsDeepSeek V4 FlashLinkedIn Video AdsVibe.coChangedagainst: MNTN, Roku Ads, StackAdaptMeta Adsagainst: LinkedIn Video Ads, TikTok AdsMeta Adsagainst: LinkedIn Video Adsno first choiceagainst: Amazon DSP, MNTN, StackAdapt, The Trade Deskagainst: Adsterra, Connected TV / OTT, Google Display Network, Google Performance Max, Microsoft Advertising (Bing) Audience Network / Search Partners, Monetag, Pop Ads, PropellerAds, Snapchat Ads, Taboola, Teads, TikTok Ads
Two alternatives
Vibe.co, YouTube AdsTwo alternatives
Google, LinkedIn Video AdsOne alternative
YouTube AdsThree alternatives
Pinterest, TikTok Ads, YouTube AdsLlama 4 Maverickno first choiceno first choiceHeldVibe.coGoogle/YouTube, Meta Ads, TikTok Adsno first choicenothing named
Four alternatives
Basis, MNTN, Simpli.fi, StackAdaptQwen 3.7 FlashLinkedIn Video AdsGoogle AdsChangedTikTok Ads, YouTube Adsagainst: LinkedIn Video AdsMeta AdsGoogle/YouTube, Meta Adsagainst: Hulu, Roku Adsagainst: AdThumbs, LinkedIn Video Ads, MSN.com, PopAds, PropellerAds, Yahoo Finance
Three alternatives
Vidyard, Wistia, YouTube AdsFour alternatives
AdRoll, Amazon DSP, Vidmob, YumYumVideoFour alternatives
Meta Ads, Roku Ads, StackAdapt, Vibe.coTwo alternatives
TikTok Ads, YouTube AdsKimi K2LinkedIn Video AdsLinkedIn Video Ads, Vibe.coChangedMeta Ads, TikTok Ads, Vibe.coagainst: DV360, StackAdapt, The Trade DeskMeta Ads, TikTok Adsno first choiceagainst: The Trade Deskagainst: Basis, Google Performance Max, LinkedIn Video Ads, MNTN, Meta Ads, Pinterest, Reddit Ads, Spotify Video/Audio Ads, StackAdapt, Taboola, Teads, TikTok Ads, Yelp Ads, YouTube Ads, tvScientific
Two alternatives
Vibe.co, YouTube AdsTwo alternatives
MNTN, YouTube AdsFour alternatives
AdRoll, Adwave, LinkedIn Video Ads, YouTube AdsThree alternatives
Adwave, Pinterest Ads, YouTube AdsFour alternatives
Criteo GO, Meta Ads, Vibe.co, YouTube AdsGLM 4.7 FlashXYouTube AdsHey SidChangedVibe.coInstagram Reels, TikTok Adsno first choiceagainst: Google Ads B2B, Professional Service Ads, TikTok Ads, Traditional TV Advertising
Two alternatives
LinkedIn Video Ads, Meta AdsFour alternatives
Adwave, Brandzooka, MNTN Performance TV, Vibe.coFour alternatives
Creatify, Roku Ads, Spotify Ads, StackAdaptThree alternatives
Bing Ads, Meta Ads, YouTube ShortsMiniMax M2.5LinkedIn Video AdsBrandzookaChangedagainst: Amazon DSP, Google Display & Video 360, The Trade DeskVibe.co, YouTube AdsYouTube AdsGoogle Display & Video 360, Meta Ads, TikTok Ads, YouTube Adsagainst: Instagram Reels, LinkedIn Video Ads, TikTok Ads, YouTube Shorts
One alternative
YouTube AdsOne alternative
MNTNSix alternatives
Canva, CapCut, Roku Ads, Spotify Ads, Vidyard, WistiaTwo alternatives
Meta 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 01:22 | yes | 7 | 11 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:03 | yes | 2 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:13 | yes | 10 | 21 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:01 | 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 03:05 | yes | 0 | 5 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:39 | yes | 0 | 11 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:51 | yes | 0 | 35 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:46 | yes | 0 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:43 | yes | 0 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:30 | yes | 0 | 32 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 23:59 | yes | 0 | 40 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:12 | yes | 0 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 01:11 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:26 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:32 | yes | 15 | 19 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 02:23 | yes | 20 | 7 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) | 2026-09-14 23:23 | yes | 0 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:15 | yes | 0 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:44 | yes | 0 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:14 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:40 | no | 0 | 44 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:36 | yes | 0 | 35 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:55 | yes | 0 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:35 | yes | 0 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:09 | yes | 13 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:28 | yes | 5 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 02:05 | yes | 16 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 01:11 | yes | 19 | 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) | 2026-09-14 23:48 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:59 | yes | 0 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:26 | yes | 0 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:32 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:12 | yes | 0 | 24 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:26 | yes | 0 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:09 | yes | 0 | 128 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:04 | yes | 0 | 16 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:27 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:19 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:35 | yes | 12 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-15 01:19 | 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 02:51 | yes | 0 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:24 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:58 | yes | 0 | 24 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 00:16 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:57 | yes | 0 | 29 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:31 | yes | 0 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:03 | yes | 0 | 35 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:17 | no | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:03 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-14 23:48 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:17 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 01:41 | yes | 20 | 9 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 23:33 | yes | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:18 | yes | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:54 | yes | 0 | 83 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:52 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:00 | yes | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:55 | yes | 0 | 51 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:14 | no | 0 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:19 | no | 0 | 12 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 02:53 | yes | 13 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 01:47 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 03:23 | yes | 22 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:34 | 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) | 2026-09-14 23:50 | yes | 0 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-14 23:31 | yes | 0 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:59 | yes | 0 | 30 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:14 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:48 | no | 0 | 36 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:56 | yes | 0 | 57 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:43 | yes | 0 | 16 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:55 | yes | 0 | 12 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
Amazon DSP Self-Serve read as Amazon DSP
Demandbase read as Demandbase CTV
Facebook read as Meta Ads
Google Ads video campaigns read as Google Ads
Google YouTube Ads read as Google 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) read as Meta Ads
Meta (FB/IG Reels) read as Meta Ads
Meta (Facebook & Instagram) read as Meta Ads
Meta (Facebook & Instagram) Video Ads read as Meta Ads
Meta (Facebook/Instagram) read as Meta Ads
Roku read as Roku Ads
Roku Ads Manager read as Roku Ads
SnapChat read as Snapchat Ads
TikTok read as TikTok Ads
YouTube read as YouTube Ads
YouTube (via Google Ads) read as YouTube Ads
YouTube (via Google Video Ads on Connected TV) read as YouTube Ads
Unresolved, counted raw
AdCreate
AdThumbs
AdView
Amazon Prime Video Ads
Biteable
Connected TV (CTV)
Connected TV / OTT (programmatic CTV)
Criteo GO
Filmora
Google (YouTube)
Google Ads B2B
Instagram Reels Ads
MSN.com
Meta (FB/IG Reels
Microsoft Advertising (Bing) Audience Network / Search Partners
Pop Ads
Professional Service Ads
Roku Ad Platform
Spotify Video/Audio Ads
SundaySky
Traditional TV Advertising
Twitch Ads
Yahoo Finance
YouTube In-Feed / Shorts Ads
YumYumVideo
Discontinued, still offered
No shut-down product was recommended here.