Native and content advertising for small business buyers
Asked as “native advertising platform”, and as “content recommendation and native ads network”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
35%
Contested · MGID 33%
35LinkedIn Sponsored Content33MGID08Revcontent24others
35% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: LinkedIn Sponsored Content (35%) replaces MGID (29% then, 33% now), 2 points clear, inside the 11-point floor.LinkedIn Sponsored Content leads at 35%, replacing MGID, which led at 29% and stands at 33% now: 2 points clear, inside the floor, so the swap reads as unsettled.
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.This pageMid-market
StackAdapt29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.Standing →EnterpriseStackAdapt29%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.This pageMid-marketStackAdapt29%Contested▼−12Since October 2026: 41% → 29%, −12 points. Past the 11-point floor: movement.Standing →EnterpriseStackAdapt29%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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01LinkedIn Sponsored Content35%3%30endorsed leader▲+14Since October 2026: 21% → 35%, +14 points. Past the 11-point floor: movement.21% → 35%
LinkedIn Sponsored Content35%3%30endorsed leader▲+14Since October 2026: 21% → 35%, +14 points. Past the 11-point floor: movement.21% → 35%02
MGID33%19%58endorsed leader▲+4Since October 2026: 29% → 33%, +4 points. Inside the 11-point floor: within noise.29% → 33%
MGID33%19%58endorsed leader▲+4Since October 2026: 29% → 33%, +4 points. Inside the 11-point floor: within noise.29% → 33%03
Revcontent8%29%48criticized challenger▼−13Since October 2026: 21% → 8%, −13 points. Past the 11-point floor: movement.21% → 8%
Revcontent8%29%48criticized challenger▼−13Since October 2026: 21% → 8%, −13 points. Past the 11-point floor: movement.21% → 8%04
Taboola8%51%69criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%
Taboola8%51%69criticized challenger▲+2Since October 2026: 6% → 8%, +2 points. Inside the 11-point floor: within noise.6% → 8%05StackAdapt2%24%33accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%
StackAdapt2%24%33accepted challenger▼−10Since October 2026: 12% → 2%, −10 points. Inside the 11-point floor: within noise.12% → 2%06
Meta Ads2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Meta Ads2%10%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%07
RichAds2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
RichAds2%20%10accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%Show the two products at 0%, ordered by negative rate
09
Teads0%53%75criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
Teads0%53%75criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%08
Nativo0%29%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Nativo0%29%17criticized 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.
For buyers
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 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 →
010203040506070809Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01LinkedIn Sponsored Content35%
LinkedIn Sponsored Content35%02MGID33%
MGID33%03Revcontent8%
Revcontent8%04Taboola8%
Taboola8%05StackAdapt2%
StackAdapt2%06Meta Ads2%
Meta Ads2%07RichAds2%
RichAds2%08Nativo0%
Nativo0%09Teads0%
Teads0%What they warned about
Seven of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, MiniMax M2.5 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.
Teads53%
40 of 75 labels negative · 14 of 14 models · 6 hard negative
“Platforms to Avoid (High-Risk / Frequently Complained About) ... Outbrain ... Trustpilot rating: 1.2/5” DeepSeek V4 Flash, negative prompt
Taboola51%
35 of 69 labels negative · 13 of 14 models · 10 hard negative
“Avoid starting with Taboola or premium managed platforms unless you can commit several hundred to a few thousand dollars for testing.” Perplexity Sonar, budget prompt
Revcontent29%
14 of 48 labels negative · 11 of 14 models · 5 hard negative
“native advertising platforms like Revcontent, MGID, and similar mid-tier content recommendation networks often warrant caution or avoidance” Grok 4.20, negative prompt
MGID19%
11 of 58 labels negative · 9 of 14 models · 4 hard negative
“Some platforms, such as Revcontent and MGID, are mentioned as being potentially problematic due to issues with traffic quality and user experience.” Llama 4 Maverick, 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
68 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. 764 links across 192 sites, every framing counted. Ranked by the number of answers carrying the site or page. 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 · RichAds36 answers · 39 citations · 11 models
29 answers · 53 citations · 11 models
publisher (Gane)23 answers · 26 citations · 8 models
vendor site · SmartyAds23 answers · 23 citations · 10 models
vendor site · Admetrics22 answers · 22 citations · 9 models
17 answers · 33 citations · 6 models
vendor site · Realize16 answers · 17 citations · 8 models
15 answers · 15 citations · 7 models
vendor site · Guideflow14 answers · 14 citations · 7 models
vendor site · TrustRadius13 answers · 13 citations · 7 models
11 answers · 11 citations · 6 models
11 answers · 11 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.
36 answers · 11 models
23 answers · 8 models
22 answers · 10 models
20 answers · 9 models
20 answers · 10 models
15 answers · 7 models
15 answers · 8 models
14 answers · 7 models
12 answers · 6 models
11 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 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 | Best Google position |
|---|---|---|---|---|---|---|---|---|
| LinkedIn parent site LinkedIn Sponsored Content 35% | 35% | 58 | 11,100,000 | 77,031 | ||||
| MGID mgid.com | 33% | 122 | 720 | 38 | 2,288 | 23 | ||
| Revcontent revcontent.com | 8% | 101 | 590 | 10 | 1,047 | |||
| Taboola taboola.com | 8% | 182 | 12,100 | 501 | 11,072 | $336 | 8 | |
| AdsCompass adscompass.com | 6% | 11 | ||||||
| StackAdapt stackadapt.com | 2% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 | |
| Meta meta.com Meta Ads 2% | 2% | 195 | 49,500 | 1,504 | 9,891,853 company | $5,460 | 49 | |
| AdRoll adroll.com | 2% | 69 | 2,900 | 50 | 52,273 | 18 | 4 | |
| Dianomi dianomi.com | 2% | 23 | ||||||
| RichAds richads.com | 2% | 27 |
Google's top ten for the two searches hold 14 sites; 1 of them are among the sites the models cited here (g2.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 small B2B company?”Paraphrase“Which content recommendation and native ads network would you recommend to a small business that sells to other businesses?”Comparative“What are the top native advertising platforms for a small team and how do they differ?”Budget-constrained“What is the best native advertising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a native advertising platform. What should we look at?”Negative“Which native advertising platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5LinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldMGIDAdsCompassno first choiceagainst: Taboola, Teads
Two alternatives
Taboola, TeadsTwo alternatives
Taboola, TeadsFour alternatives
Realize, Revcontent, StackAdapt, TaboolaThree alternatives
MGID, Meta Audience Network, RevcontentGPT-5.4 miniLinkedIn Sponsored ContentTaboolaChangedGoogle Ads: Demand Gen / DisplayMGIDno first choiceagainst: MGID, Revcontent, Taboola, Teads
Two alternatives
StackAdapt, TeadsOne alternative
TeadsFour alternatives
MGID, Revcontent, Taboola, TeadsOne alternative
TeadsGemini 3.5 FlashLinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldTaboolaMGIDagainst: Taboola, Teadsno first choiceagainst: MGID, Revcontentagainst: Content.ad, MGID, Nativo, Revcontent, Sharethrough, Taboola, Teads, TripleLift
Five alternatives
Meta Audience Network, Quora, Reddit, Taboola, TeadsFive alternatives
Quora Ads, Reddit Ads, StackAdapt, Taboola, TeadsThree alternatives
MGID, Revcontent, TeadsThree alternatives
Google Demand Gen, Meta Audience Network, RevcontentSix alternatives
Nativo, Sharethrough, StackAdapt, Taboola, Teads, TripleLiftPerplexity SonarLinkedIn Sponsored Contentagainst: Taboola, TeadsDianomiChangedMGIDagainst: StackAdaptMGIDagainst: Taboolano first choiceagainst: Equativ, MGID, Nativo, Revcontent, Taboola, Teads, TripleLift
Two alternatives
Dianomi, MGIDThree alternatives
MGID, Taboola, TeadsFour alternatives
Nativo, Revcontent, Taboola / Realize, TeadsOne alternative
RevcontentGrok 4.20LinkedIn Sponsored Contentagainst: Google Display, Meta Ads, Nativo, StackAdaptTaboolaChangedMGID, Meta Adsagainst: TeadsMGIDagainst: Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
Four alternatives
Quora Ads, Reddit Ads, Taboola, TeadsFour alternatives
LinkedIn Sponsored Content, MGID, Revcontent, TeadsTwo alternatives
Google Ads, TaboolaThree alternatives
NativeAds, Revcontent, TaboolaMistral SmallLinkedIn Sponsored Content, MGIDagainst: Taboola, TeadsLinkedIn Sponsored ContentChangedagainst: MGID, Revcontent, Taboola, TeadsRevcontent, Sharethrough, StackAdaptagainst: Nativo, Taboola, TeadsMGID, Revcontentno first choiceagainst: MGID, Plista, Revcontent
Two alternatives
Revcontent, StackAdaptOne alternative
StackAdaptTwo alternatives
AdRoll, MGIDOne alternative
RichAdsDeepSeek V4 FlashLinkedIn Sponsored Contentagainst: Taboola, TeadsLinkedIn Sponsored ContentHeldagainst: Taboola, TeadsMGIDagainst: Taboola, TeadsMGIDagainst: Revcontent, Taboola, TeadsMGID, RichAdsagainst: Nativo, Taboolaagainst: Adsterra, Revcontent, RichAds, StackAdapt, Taboola, Teads
One alternative
StackAdaptTwo alternatives
MGID, StackAdaptThree alternatives
LinkedIn Sponsored Content, Revcontent, StackAdaptTwo alternatives
StackAdapt, TeadsLlama 4 MaverickMGIDno first choiceChangedMGIDMGIDno first choiceagainst: MGID, Plista, Revcontent, Teads
One alternative
TaboolaOne alternative
LinkedIn nativeOne alternative
TaboolaThree alternatives
AdsCompass, Taboola, TeadsQwen 3.7 FlashRevcontentagainst: LinkedIn Sponsored Content, Taboola, TeadsRevcontentHeldagainst: TaboolaMedia.netMeta Adsagainst: Taboola, Teadsno first choiceagainst: Microsoft Advertising, Revcontent, Taboola, Teads
Two alternatives
MGID, StackAdaptTwo alternatives
Bizapedia, LinkedIn Sponsored ContentFour alternatives
Revcontent, Substack, Taboola, TeadsOne alternative
RevcontentKimi K2LinkedIn Sponsored Contentagainst: Taboola, TeadsLinkedIn Sponsored ContentHeldagainst: Taboola, TeadsMGIDagainst: StackAdapt, TeadsMGIDagainst: StackAdapt, Taboola, TeadsStackAdaptagainst: Taboola, Teadsagainst: Adsterra, Revcontent, RichAds, Taboola, Teads
One alternative
MGIDTwo alternatives
Dianomi, StackAdaptTwo alternatives
Revcontent, TaboolaTwo alternatives
Microsoft Audience Network, RevcontentSix alternatives
LinkedIn Audience Network, MGID, Nativo, PropellerAds, Revcontent, RichAdsGLM 4.7 FlashXLinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldagainst: Taboola, TeadsMGID, Revcontentagainst: Taboola, TeadsAdsCompass, MGIDno first choiceagainst: Linkvertise, MGID, Revcontent, StackAdapt, Taboola
Two alternatives
Taboola, TeadsFive alternatives
LeadSpot, MGID, NetLine, StackAdapt, ViBFour alternatives
AdRoll, Adsterra, Facebook for Business, StackAdaptTwo alternatives
Revcontent, TaboolaMiniMax M2.5AdRoll, TaboolaTaboolaChangedMGIDMGIDagainst: Realize, Teadsno first choiceagainst: Taboola, Teads
Three alternatives
Nativo, StackAdapt, TeadsThree alternatives
LinkedIn Sponsored Content, Nativo, TeadsThree alternatives
Nativo, Revcontent, TaboolaTwo alternatives
Revcontent, TaboolaGPT-6 LunaLinkedIn Sponsored Contentagainst: Taboola, TeadsLinkedIn Sponsored ContentHeldMGID, Taboola / Realizeagainst: StackAdaptMGIDagainst: Teadsno first choiceagainst: MGID, Taboola / Realize, Teads
One alternative
Reddit AdsOne alternative
TaboolaTwo alternatives
Revcontent, TeadsMuse Glimmer 30BLinkedIn Sponsored Content, MGID, Revcontentagainst: Taboola, TeadsMGIDChangedagainst: Taboola, TeadsAdsCompass, RevcontentAdsCompass, MGIDagainst: StackAdapt, Taboola, Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
One alternative
StackAdaptTwo alternatives
LinkedIn Sponsored Content, RevcontentFive alternatives
MGID, RichAds, StackAdapt, Taboola, TeadsThree alternatives
SmartyAds, Taboola, TeadsBold 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 14:14 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:56 | yes | 2 | 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 11:28 | no | 0 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 10:42 | yes | 10 | 3 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:27 | yes | 10 | 12 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:31 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:12 | yes | 22 | 26 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:50 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:34 | yes | 5 | 38 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:23 | yes | 17 | 46 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:57 | yes | 22 | 66 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:04 | yes | 5 | 37 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:25 | yes | 2 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:01 | yes | 13 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 14:27 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:25 | yes | 4 | 6 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 14:17 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:35 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:51 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 16:47 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:52 | yes | 25 | 28 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:02 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:26 | no | 0 | 30 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:06 | yes | 25 | 33 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:09 | yes | 15 | 41 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:10 | no | 0 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:50 | yes | 2 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:17 | yes | 13 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 16:05 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:11 | yes | 8 | 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 09:08 | yes | 21 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:23 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:02 | yes | 9 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:08 | yes | 5 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:23 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:19 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:55 | no | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 10 | 22 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:21 | yes | 19 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:23 | yes | 25 | 38 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:47 | yes | 5 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:30 | yes | 15 | 31 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:03 | yes | 15 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:49 | yes | 3 | 4 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 13:56 | yes | 9 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:12 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:20 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:43 | yes | 23 | 23 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:51 | no | 0 | 23 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:39 | yes | 18 | 28 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 17:10 | yes | 13 | 111 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 10 | 49 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:35 | yes | 2 | 11 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:20 | yes | 14 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:34 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:57 | no | 0 | 6 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 13:33 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 15:07 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:48 | yes | 5 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:41 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:01 | yes | 24 | 41 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:21 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:11 | yes | 9 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:59 | yes | 14 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:52 | no | 0 | 32 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:59 | yes | 2 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:56 | yes | 13 | 26 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:05 | yes | 19 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:49 | yes | 4 | 5 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 12:28 | yes | 13 | 21 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 17:00 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:23 | yes | 5 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:31 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:10 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:25 | no | 0 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 13:58 | yes | 24 | 65 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 13:12 | yes | 14 | 39 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:41 | no | 0 | 18 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:21 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | yes | 25 | 36 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
Facebook read as Meta Ads
Instagram read as Meta Ads
LinkedIn read as LinkedIn Sponsored Content
LinkedIn Ads read as LinkedIn Sponsored Content
LinkedIn Ads (Sponsored Content & LinkedIn Audience Network) read as LinkedIn Sponsored Content
LinkedIn Ads (Sponsored Content) read as LinkedIn Sponsored Content
LinkedIn Ads (for native/display) read as LinkedIn Sponsored Content
LinkedIn Ads (with native elements) read as LinkedIn Sponsored Content
LinkedIn Campaign Manager read as LinkedIn Sponsored Content
Meta read as Meta Audience Network
Meta (Facebook & Instagram Feed Ads) read as Meta Audience Network
Meta (Facebook/Instagram in-feed) read as Meta Audience Network
Meta (Facebook/Instagram) read as Meta Audience Network
TikTok read as TikTok Ads
Unresolved, counted raw
Amazon Sponsored Posts
Bizapedia
Entrepreneur
Forbes
Google (Demand Gen/Discovery)
Google Ads: Demand Gen / Display
Google Performance Max or Discovery Ads
LinkedIn native
Linkvertise
Meta Feeds (Facebook & Instagram)
Microsoft Native Ads
Nativa
NativeAds
OctoClick
Pinterest Promoted Pins
Reddit or Quora Ads
Sponsored
TikTok Spark Ads
ViB
YouTube TrueView Ads
Discontinued, still offered
No shut-down product was recommended here.