Native and content advertising
Asked as “native advertising platform”, and as “content recommendation and native ads network”, on behalf of a mid-market B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · LinkedIn Sponsored Content 23%
29StackAdapt23LinkedIn Sponsored Content12MGID35others
29% of first choices, contested.
Since October 2026▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.StackAdapt held the lead, −12 points on 41%, past the 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 Sponsored Content35%Contested↗new leaderNew leader since October 2026: LinkedIn Sponsored Content (35%) replaces MGID (29% then, 33% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
StackAdapt29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.This pageEnterpriseStackAdapt29%Contested↗new leaderNew leader since October 2026: StackAdapt (29%) replaces LinkedIn Sponsored Content (20% then, 29% now), 0 points clear, inside the 11-point floor.Standing →
LinkedIn Sponsored Content35%Contested↗new leaderNew leader since October 2026: LinkedIn Sponsored Content (35%) replaces MGID (29% then, 33% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketStackAdapt29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.This pageEnterpriseStackAdapt29%Contested↗new leaderNew leader since October 2026: StackAdapt (29%) replaces LinkedIn Sponsored Content (20% then, 29% now), 0 points clear, inside the 11-point floor.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 October 2026
01StackAdapt29%7%43accepted challenger▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.41% → 29%
StackAdapt29%7%43accepted challenger▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.41% → 29%02LinkedIn Sponsored Content23%8%26accepted challenger▲+13Since October 2026: 10% → 23%, +13 points. Past the 11-point floor: movement.10% → 23%
LinkedIn Sponsored Content23%8%26accepted challenger▲+13Since October 2026: 10% → 23%, +13 points. Past the 11-point floor: movement.10% → 23%03
MGID12%21%43accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.12% → 12%
MGID12%21%43accepted challenger=heldSince October 2026: 12% → 12%, ±0 points. Inside the 11-point floor: within noise.12% → 12%04
Taboola8%42%69criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%
Taboola8%42%69criticized challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 11-point floor: within noise.4% → 8%05
Revcontent6%31%35criticized challenger▼−14Since October 2026: 20% → 6%, −14 points. Past the 11-point floor: movement.20% → 6%
Revcontent6%31%35criticized challenger▼−14Since October 2026: 20% → 6%, −14 points. Past the 11-point floor: movement.20% → 6%06
Teads2%36%75criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Teads2%36%75criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%07
Dianomi2%0%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Dianomi2%0%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the three products at 0%, ordered by negative rate
09
Nativo0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nativo0%14%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%10Sharethrough0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
08
TripleLift0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
TripleLift0%6%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.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. Both editions asked the same fourteen models. 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.
All twenty-one head-to-head pages: the top seven products, each against each
StackAdapt vs RevcontentStackAdapt vs TeadsStackAdapt vs DianomiLinkedIn Sponsored Content vs MGIDLinkedIn Sponsored Content vs TaboolaLinkedIn Sponsored Content vs RevcontentLinkedIn Sponsored Content vs TeadsLinkedIn Sponsored Content vs DianomiMGID vs TaboolaMGID vs RevcontentMGID vs TeadsMGID vs DianomiTaboola vs RevcontentTaboola vs TeadsTaboola vs DianomiRevcontent vs TeadsRevcontent vs DianomiTeads vs Dianomi
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 →
010203040506070809S10
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01StackAdapt29%
StackAdapt29%02LinkedIn Sponsored Content23%
LinkedIn Sponsored Content23%03MGID12%
MGID12%04Taboola8%
Taboola8%05Revcontent6%
Revcontent6%06Teads2%
Teads2%07Dianomi2%
Dianomi2%08TripleLift0%
TripleLift0%09Nativo0%
Nativo0%10Sharethrough0%
What they warned about
Five 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, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Teads36%
27 of 75 labels negative · 12 of 14 models · 7 hard negative
“Taboola and Outbrain - Content Recommendation Widgets ... repeatedly called out for low-intent, curiosity-driven traffic and poor transparency” Muse Glimmer 30B, negative prompt
Taboola42%
29 of 69 labels negative · 12 of 14 models · 6 hard negative
“Multiple sources highlight Taboola as a platform with significant concerns, including a high negative share in AI model recommendations and a reputation for low-quality or "clickbait" placements.” Mistral Small, negative prompt
Revcontent31%
11 of 35 labels negative · 10 of 14 models · 6 hard negative
“Platforms to Avoid ... Revcontent / Nativo: ... less ideal for a startup testing a limited advertising budget” Qwen 3.7 Flash, budget prompt
MGID21%
9 of 43 labels negative · 7 of 14 models · 2 hard negative
“Frequently cited as an arbitrage platform with low-quality publisher mix.” GLM 4.7 FlashX, 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
69 of 84 answers in this category came back with a source list, from 13 of 14 models: citations where the model returns them, or the search results it consulted. 756 links across 217 sites, every framing counted. Ranked by the number of answers carrying the site or page. The other 1 model searched through a gateway that returned no source list on this edition. 62 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 · SmartyAds26 answers · 26 citations · 11 models
24 answers · 49 citations · 10 models
vendor site · RichAds21 answers · 24 citations · 11 models
16 answers · 33 citations · 8 models
vendor site · Guideflow16 answers · 16 citations · 8 models
15 answers · 16 citations · 6 models
13 answers · 19 citations · 6 models
vendor site · Admetrics13 answers · 14 citations · 7 models
publisher (Gane)13 answers · 14 citations · 8 models
vendor site · Reddit12 answers · 27 citations · 8 models
vendor site · Realize11 answers · 11 citations · 6 models
vendor site · StackAdapt10 answers · 21 citations · 7 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.
26 answers · 11 models
21 answers · 11 models
17 answers · 9 models
16 answers · 8 models
11 answers · 4 models
11 answers · 8 models
10 answers · 7 models
10 answers · 6 models
10 answers · 6 models
10 answers · 6 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 native advertising platform”, “native 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 | 29% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 |
| LinkedIn parent site LinkedIn Sponsored Content 23% | 23% | 58 | 11,100,000 | 77,031 | |||
| MGID mgid.com | 12% | 122 | 720 | 38 | 2,288 | 23 | |
| AdsCompass adscompass.com | 10% | 11 | |||||
| Taboola taboola.com | 8% | 182 | 12,100 | 501 | 11,072 | $336 | 8 |
| Revcontent revcontent.com | 6% | 101 | 590 | 10 | 1,047 | ||
| Teads teads.com | 2% | 189 | 1,900 | 177 | 1,756 | 0 | |
| Dianomi dianomi.com | 2% | 23 | |||||
| DemandWorks | 2% | ||||||
| AdNow adnow.com | 2% | 3 |
Google's top ten for the two searches hold 14 sites; 2 of them are among the sites the models cited here (g2.com, reddit.com). The first result for “best native advertising platform” is g2.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 native advertising platform for a mid-market B2B company?”Paraphrase“Which content recommendation and native ads network would you recommend to a mid-sized B2B company?”Comparative“What are the top native advertising platforms and how do they differ?”Budget-constrained“What is the best native advertising platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a native advertising platform. What should we look at?”Negative“Which native advertising platforms should I avoid or be cautious about?”
Claude Haiku 4.5LinkedIn Sponsored ContentDemandWorks, TaboolaChangedno first choiceAdsCompassno first choicenothing named
Six alternatives
Forbes BrandVoice, Harvard Business Review, LinkedIn articles, Quora Ads, Taboola, TeadsThree alternatives
HubSpot Marketing Hub, MGID, RevcontentThree alternatives
AdLib, MGID, RevcontentGPT-5.4 miniStackAdaptagainst: 6sense, DemandbaseTaboolaChangedTaboolaMGID, Revcontentagainst: Taboola, Teadsno first choiceagainst: Revcontent, Taboola
Two alternatives
AdRoll ABM, LinkedIn Sponsored ContentOne alternative
TeadsThree alternatives
Revcontent, StackAdapt, TeadsGemini 3.5 FlashLinkedIn Sponsored Contentagainst: The Trade DeskStackAdaptChangedagainst: Taboola, TeadsTaboola, TeadsRevcontentagainst: Taboolano first choiceagainst: AdNow, AdsKeeper, Adsterra, Clickadu, Content.ad, MGID, PropellerAds, RichAds
Four alternatives
Dianomi, StackAdapt, Taboola, TeadsTwo alternatives
Dianomi, LinkedIn Sponsored ContentFour alternatives
MGID, Nativo, Revcontent, TripleLiftThree alternatives
Google Demand Gen, MGID, Meta AdsEight alternatives
LinkedIn Sponsored Content, LiveIntent, Nativo, Sharethrough, StackAdapt, Taboola, Teads, Yahoo NativePerplexity SonarLinkedIn Sponsored ContentStackAdaptChangedagainst: Taboola, TeadsTaboolaMGIDagainst: Taboola, Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
Two alternatives
AdRoll ABM, StackAdaptTwo alternatives
Dianomi, MGIDSeven alternatives
Dianomi, MGID, Nativo, Revcontent, StackAdapt, Teads, TripleLiftTwo alternatives
AdLib, RevcontentGrok 4.20LinkedIn Sponsored Contentagainst: Meta AdsStackAdaptChangedagainst: LinkedIn Sponsored Content, RevcontentTaboola, Teadsagainst: LinkedIn Sponsored Content, Meta Ads, Pinterest, TikTok Ads, Twitter/XMGIDagainst: Taboola, Teads, Yahoo GeminiTaboola, Teadsagainst: MGIDagainst: Adsterra, ExoClick, Kadam.net, MGID, Revcontent, RichAds, native-advertising.net
Three alternatives
StackAdapt, Taboola, TeadsThree alternatives
MGID, Taboola, TeadsThree alternatives
Nativo, SmartyAds, StackAdaptOne alternative
PropellerAdsTwo alternatives
Sharethrough, TripleLiftMistral SmallLinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldagainst: Taboola, TeadsTaboola, TeadsAdsCompassno first choiceagainst: MGID, Revcontent, Taboola, Teads
Three alternatives
StackAdapt, Teads, The Trade DeskThree alternatives
Madison Logic, StackAdapt, TechTarget Priority EngineFour alternatives
Dianomi, Nativo, Sharethrough, TripleLiftThree alternatives
AdNow, RichAds, TeadsDeepSeek V4 FlashStackAdaptagainst: TaboolaStackAdaptHeldagainst: Taboola, TeadsTaboolaAdsCompassagainst: StackAdapt, Taboola, Teadsno first choiceagainst: 7SearchPPC, KADAM, Revcontent, Taboola, Teads, native-advertising.net
Two alternatives
LinkedIn Sponsored Content, TeadsThree alternatives
Dianomi, MGID, RevcontentSix alternatives
MGID, Nativo, Revcontent, Sharethrough, Teads, TripleLiftTwo alternatives
MGID, RevcontentLlama 4 MaverickStackAdaptStackAdaptHeldno first choiceAdsCompassno first choiceagainst: Taboola, Teads
Two alternatives
AdRoll, HubSpotFive alternatives
MGID, Sharethrough, Taboola, Teads, TripleLiftFour alternatives
MGID, StackAdapt, Taboola, TeadsQwen 3.7 FlashStackAdaptagainst: Taboola, Teads, The Trade DeskLinkedIn Sponsored ContentChangedagainst: Taboola, TeadsTaboola, TeadsAdNowagainst: Nativo, Revcontent, Teadsno first choiceagainst: Chumbox, Plista, PropellerAds, RichAds, Taboola, Teads
One alternative
LinkedIn Sponsored ContentTwo alternatives
Nativo, StackAdaptThree alternatives
Quantcast, SmartyAds, StackAdaptThree alternatives
MGID, RichAds, TaboolaKimi K2StackAdaptagainst: Nativo, Taboola, TeadsStackAdaptHeldagainst: Taboola, TeadsTaboola, Teadsagainst: AdsKeeper, Content.adMGIDagainst: Nativo, StackAdapt, Taboola, Teadsno first choiceagainst: MGID, Mediago, Revcontent, Taboola, Teads
Three alternatives
LinkedIn Sponsored Content, MGID, RevcontentTwo alternatives
LinkedIn Sponsored Content, NetLineThree alternatives
MGID, Revcontent, TripleLiftThree alternatives
Meta Audience Network, Revcontent, RichAdsGLM 4.7 FlashXLinkedIn Sponsored ContentStackAdaptChangedTaboola, TeadsRevcontentagainst: MGID, StackAdapt, Taboola, Teads, Yahoo DSPno first choiceagainst: MGID, Revcontent, Sharethrough, Taboola, Teads, TripleLift, Yahoo Gemini
Four alternatives
Influ2, StackAdapt, Taboola, TeadsThree alternatives
LinkedIn Native Ads, Taboola, TeadsEight alternatives
Adsterra, Dianomi, MGID, Nativo, Revcontent, Sharethrough, StackAdapt, TripleLiftThree alternatives
Adsterra, PropellerAds, RichAdsMiniMax M2.5LinkedIn Sponsored ContentLinkedIn Sponsored Content, TaboolaChangedagainst: Sovrnno first choiceMeta Adsno first choicenothing named
Three alternatives
Google Demand Gen, Taboola, TeadsThree alternatives
MGID, NetLine, TeadsNine alternatives
Google Performance Max, LinkedIn Sponsored Content, Meta Ads, Reddit Ads, Taboola, Teads, TikTok Ads, Twitter, X AdsThree alternatives
Google Ads, LinkedIn Sponsored Content, TaboolaGPT-6 LunaLinkedIn Sponsored Contentagainst: TaboolaDianomiChangedno first choiceMGIDno first choiceagainst: Content.ad, Revcontent, Taboola, Teads, Zergnet
One alternative
StackAdaptTwo alternatives
Nativo, TaboolaOne alternative
TeadsMuse Glimmer 30BStackAdaptStackAdaptHeldagainst: Taboola, TeadsTaboola, TeadsAdsCompass, MGIDagainst: Taboola, Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
Six alternatives
AdRoll, LinkedIn Sponsored Content, MGID, Revcontent, Taboola, TeadsTwo alternatives
LinkedIn Sponsored Content, RevcontentFive alternatives
MGID, Revcontent, RichAds, SmartyAds, StackAdaptOne alternative
RevcontentBold 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 | 2026-11-01 14:33 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:14 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:39 | no | 0 | 14 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:33 | yes | 10 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:50 | yes | 13 | 14 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:18 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:40 | yes | 20 | 23 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:06 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:03 | yes | 5 | 43 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:16 | yes | 20 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:08 | yes | 24 | 52 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | no | 0 | 25 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:07 | yes | 4 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:36 | yes | 15 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:00 | yes | 18 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:16 | yes | 6 | 10 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:28 | yes | 11 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 14:48 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:54 | yes | 5 | 10 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:56 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:50 | yes | 24 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:45 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:04 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:21 | yes | 25 | 38 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:00 | yes | 14 | 17 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:20 | no | 0 | 17 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:30 | yes | 3 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:03 | yes | 14 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:57 | yes | 15 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:31 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:44 | yes | 8 | 24 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:07 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:25 | yes | 5 | 13 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:27 | yes | 5 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:29 | yes | 24 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:06 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 5 | 18 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:04 | yes | 20 | 71 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:35 | yes | 8 | 35 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:34 | no | 0 | 34 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:51 | yes | 6 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:31 | yes | 11 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:53 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:11 | no | 0 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:02 | no | 0 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:01 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:01 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:34 | yes | 23 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:49 | yes | 5 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:27 | yes | 18 | 57 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:39 | yes | 24 | 65 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:05 | no | 0 | 29 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:07 | yes | 2 | 12 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:28 | yes | 15 | 19 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:31 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:36 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:50 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:36 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:01 | yes | 9 | 16 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:17 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:15 | yes | 24 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:02 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:50 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:26 | yes | 9 | 86 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:37 | yes | 22 | 27 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:19 | no | 0 | 14 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:26 | yes | 2 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:07 | yes | 15 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:54 | yes | 20 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:01 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:07 | yes | 15 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:25 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:44 | yes | 10 | 11 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:35 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:56 | yes | 25 | 27 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:53 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:36 | yes | 10 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:49 | yes | 10 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:57 | yes | 13 | 72 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:46 | no | 0 | 14 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:52 | yes | 2 | 12 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:52 | yes | 14 | 21 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
LinkedIn read as LinkedIn Sponsored Content
LinkedIn Ads read as LinkedIn Sponsored Content
Meta read as Meta Audience Network
Meta (Facebook/Instagram) read as Meta Audience Network
Meta/Facebook Ads read as Meta Ads
TikTok read as TikTok Ads
Yahoo read as Yahoo Gemini
Unresolved, counted raw
Amazon Sponsored Content
Bidtellect
Bigo Ads
Blockchain-Ads
Chumbox
DemandWorks
Google
KADAM
Monumetric
Outbrain Amplify
Quantcast Platform
Raptive (formerly AdThrive)
SmartNews
Zedo
Discontinued, still offered
No shut-down product was recommended here.