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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
37%
Contested · Revcontent 17%
37MGID17Revcontent15StackAdapt31others
37% 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 three 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 fifteen head-to-head pages: the top six products, each against each
StackAdapt vs TaboolaStackAdapt vs LinkedIn Sponsored ContentMGID vs TeadsMGID vs RevcontentMGID vs TaboolaMGID vs LinkedIn Sponsored ContentTeads vs RevcontentTeads vs TaboolaTeads vs LinkedIn Sponsored ContentRevcontent vs TaboolaRevcontent vs LinkedIn Sponsored ContentTaboola vs LinkedIn Sponsored Content
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01MGID37%
MGID37%02Revcontent17%
Revcontent17%03StackAdapt15%
StackAdapt15%04LinkedIn Sponsored Content12%
LinkedIn Sponsored Content12%05Taboola8%
Taboola8%06Teads4%
Teads4%07Meta Audience Network0%
Meta Audience Network0%08TripleLift0%
TripleLift0%09Nativo0%
Nativo0%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, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, 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.
Taboola44%
27 of 62 labels negative · 10 of 12 models · 10 hard negative
“Taboola: Frequently criticized for junk/bot traffic, phantom conversions, low-quality clicks (e.g., 99% bounce rates), and poor ROI for non-scale campaigns.” Grok 4.20, negative prompt
Teads37%
23 of 62 labels negative · 9 of 12 models · 10 hard negative
“Similar issues with low-conversion traffic ("clicks from people who never buy," mostly older demographics), primitive targeting, and high CPCs” Grok 4.20, negative prompt
MGID15%
8 of 52 labels negative · 8 of 12 models · 3 hard negative
“Platforms to AVOID (Serious Fraud/Low-Quality Concerns) ... 90%+ bot traffic measured via their own tracking tools” DeepSeek V4 Flash, negative prompt
Revcontent18%
8 of 44 labels negative · 8 of 12 models · 2 hard negative
“Status: Avoid (Unless you are an experienced affiliate marketer)” Gemini 3.5 Flash, negative prompt
What they cite
Four of the twelve models returned a source list in this edition: four return the pages they cited.
Sites the answers cite
22 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. 306 links across 145 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 · Realize13 answers · 14 citations · 3 models
9 answers · 11 citations · 3 models
8 answers · 9 citations · 2 models
8 answers · 8 citations · 2 models
6 answers · 8 citations · 2 models
vendor site · Quora6 answers · 7 citations · 2 models
vendor site · Guideflow6 answers · 6 citations · 3 models
vendor site · SmartyAds6 answers · 6 citations · 3 models
vendor site · Brax5 answers · 9 citations · 3 models
5 answers · 7 citations · 2 models
5 answers · 5 citations · 2 models
5 answers · 5 citations · 2 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
12 answers · 3 models
9 answers · 3 models
8 answers · 2 models
6 answers · 3 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 2 models
5 answers · 3 models
4 answers · 1 model
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 |
|---|---|---|---|---|---|---|---|---|
| MGID mgid.com | 37% | 122 | 720 | 38 | 2,288 | 23 | ||
| Revcontent revcontent.com | 17% | 101 | 590 | 10 | 1,047 | |||
| StackAdapt stackadapt.com | 15% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 | |
| LinkedIn parent site LinkedIn Sponsored Content 12% | 12% | 58 | 11,100,000 | 77,031 | ||||
| Taboola taboola.com | 8% | 182 | 12,100 | 501 | 11,072 | $336 | 8 | |
| Teads teads.com | 4% | 189 | 1,900 | 177 | 1,756 | 0 | ||
| AdLib getadlib.com | 2% | 47 | 33,100 | 997 | 12,294 | 0 | 3 | |
| Microsoft parent site Microsoft Advertising 2% | 2% | 47 | 2,240,000 | 403,136 | ||||
| Dianomi dianomi.com | 2% | 23 | ||||||
| Paved paved.com | 2% | 1 |
Google's top ten for the two searches hold 14 sites; 4 of them are among the sites the models cited here (ads.life360.com, g2.com, getadlib.com, nativeadvertisinginstitute.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 4.5MGIDPaved, StackAdaptChangedMGID, Meta Audience Networkagainst: TaboolaMGIDno first choicenothing named
Three alternatives
Quora Ads, Revcontent, StackAdaptTwo alternatives
Realize, TripleLiftThree alternatives
BidVertiser, Meta Audience Network, TaboolaGPT-5.4 miniLinkedIn Sponsored ContentMicrosoft AdvertisingChangedMGID, Taboolaagainst: StackAdaptMGIDagainst: Taboola, Teadsno first choiceagainst: Microsoft Audience Network, Taboola, Teads
Two alternatives
Taboola, TeadsOne alternative
TaboolaOne alternative
TeadsOne alternative
RevcontentGemini 3.5 FlashStackAdaptagainst: LinkedIn Sponsored Content, Taboola, TeadsDianomiChangedagainst: TaboolaMGID, Teadsagainst: StackAdaptMGIDagainst: Taboola, TeadsAdLib, StackAdaptagainst: Content.ad, MGID, Nativo, Revcontent, Taboola, Teads, The Trade Desk, TripleLift
Two alternatives
Dianomi, Microsoft Audience NetworkThree alternatives
LinkedIn Audience Network, StackAdapt, TeadsTwo alternatives
Revcontent, TaboolaTwo alternatives
NewsBreak Ads, RevcontentSix alternatives
Demandbase, LinkedIn Sponsored Content, Nativo, Sharethrough, Taboola, TeadsPerplexity SonarLinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldMGIDMGIDagainst: Taboola, Teadsno first choiceagainst: MGID, Plista, Taboola, Teads
Three alternatives
MGID, Taboola, TeadsTwo alternatives
NetLine, TaboolaFive alternatives
AdLib, Revcontent, StackAdapt, Taboola, TeadsOne alternative
RevcontentGrok 4.20MGID, Revcontentagainst: StackAdapt, TeadsTaboolaChangedMGIDagainst: Taboola, TeadsMGID, Revcontentagainst: Taboola, TeadsStackAdaptagainst: Nativoagainst: MGID, Nativo, Revcontent, Taboola, Teads
Three alternatives
LinkedIn Sponsored Content, Quora Ads, TaboolaThree alternatives
MGID, Revcontent, TeadsTwo alternatives
Revcontent, StackAdaptFour alternatives
MGID, Revcontent, Taboola, TeadsMistral SmallStackAdaptagainst: DemandbaseLinkedIn Sponsored Content, StackAdaptChangedMGID, RevcontentRevcontentno first choiceagainst: Adsterra, LinkCollider, MGID, Revcontent
Four alternatives
AdRoll ABM, HubSpot ABM, MGID, RevcontentThree alternatives
DemandScience, Teads, TechTarget Priority EngineThree alternatives
Realize, Sharethrough, StackAdaptFour alternatives
Criteo, MGID, Sharethrough, StackAdaptDeepSeek V4 FlashMGIDagainst: Nativo, Sharethrough, Taboola, Teads, TripleLiftMGID, RevcontentChangedMGID, Revcontentagainst: Nativo, Sharethrough, Taboola, TripleLiftMGIDagainst: Amazon DSP, Nativo, Taboola, Teads, TripleLiftMGID, Revcontentagainst: Nativoagainst: Adsterra, ClickAdilla, Evadav, FroggyAds, MGID, Revcontent, RichAds, Taboola, Teads, TrafficStars
Two alternatives
Revcontent, StackAdaptThree alternatives
Quora Ads, Taboola, TeadsTwo alternatives
StackAdapt, TeadsTwo alternatives
Reddit Ads, RevcontentThree alternatives
StackAdapt, Taboola, TeadsLlama 4 Maverickno first choiceTaboola, TeadsChangedMGID, Meta Audience Network, RealizeMGIDno first choicenothing named
Two alternatives
Meta Audience Network, RealizeOne alternative
MGIDOne alternative
RevcontentThree alternatives
Meta Audience Network, Realize, TaboolaQwen 3.7 FlashStackAdaptagainst: Revcontent, TaboolaRevcontentChangedRevcontentagainst: Taboola, TeadsMGIDagainst: Taboola, TeadsRevcontentagainst: AppNexus, Meta Ads, OpenX, Taboola, Teads
Two alternatives
Taboola, TeadsTwo alternatives
MGID, StackAdaptOne alternative
AdLibFour alternatives
MGID, Taboola, Teads, Yahoo GeminiKimi K2StackAdaptLinkedIn Sponsored Content, MGIDChangedMGID, Revcontentagainst: Taboola, TeadsMGIDagainst: Nativo, Taboola, Teads, TripleLiftMGIDagainst: Nativoagainst: AdNow, MGID, Revcontent, Taboola, Teads
Five alternatives
LinkedIn Sponsored Content, MGID, Revcontent, Taboola, TeadsThree alternatives
Quora Ads, Revcontent, TeadsTwo alternatives
Meta Audience Network, StackAdaptTwo alternatives
Meta Audience Network, RevcontentFive alternatives
Revcontent, StackAdapt, Taboola, Teads, Yahoo DSPGLM 4.7 FlashXRevcontentagainst: TaboolaLinkedIn Sponsored ContentChangedno first choiceMGID, Revcontentagainst: Taboola, Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
Three alternatives
Sharethrough, StackAdapt, TeadsThree alternatives
NetLine, Taboola, TeadsSeven alternatives
AdLib, MGID, Meta Audience Network, Nativo, Realize, Revcontent, TaboolaMiniMax M2.5MGIDTaboolaChangedagainst: MGID, RevcontentMGIDMGIDagainst: Taboola, TeadsTaboola, Teadsnothing named
Four alternatives
Quora Ads, Revcontent, Taboola, TeadsFour alternatives
Google Ads, LinkedIn Sponsored Content, Microsoft Advertising, TeadsThree alternatives
Revcontent, Taboola, TeadsTwo alternatives
Meta Audience Network, RealizeThree alternatives
Google Discover, MGID, 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.
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 03:10 | yes | 14 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:29 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:37 | yes | 23 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-14 23:39 | yes | 17 | 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 02:47 | yes | 0 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:34 | yes | 0 | 8 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:33 | yes | 0 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:42 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:41 | yes | 0 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 01:59 | yes | 0 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:24 | yes | 0 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:33 | yes | 0 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:02 | yes | 17 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:55 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:41 | yes | 13 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 03:54 | yes | 20 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 01:55 | yes | 0 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 00:13 | yes | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:03 | yes | 0 | 36 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:51 | yes | 0 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:49 | no | 0 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:49 | yes | 0 | 36 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:31 | yes | 0 | 161 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:35 | yes | 0 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:51 | yes | 13 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 05:06 | yes | 4 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:27 | yes | 24 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-14 23:19 | yes | 20 | 6 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 22:55 | yes | 0 | 6 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:50 | yes | 0 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 04:57 | yes | 0 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 01:19 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:05 | yes | 0 | 35 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:32 | yes | 0 | 32 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 01:51 | yes | 0 | 26 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:44 | yes | 0 | 13 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:54 | yes | 7 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:04 | yes | 2 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:47 | yes | 21 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:07 | 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 05:07 | yes | 0 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:21 | yes | 0 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 01:32 | yes | 0 | 13 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:41 | yes | 0 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:38 | yes | 0 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:29 | yes | 0 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:37 | yes | 0 | 69 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:23 | yes | 0 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:59 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 02:46 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 04:36 | yes | 11 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-15 04:55 | yes | 20 | 7 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) | 2026-09-15 00:58 | yes | 0 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:19 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 01:14 | yes | 0 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:35 | yes | 0 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:36 | yes | 0 | 56 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 04:36 | yes | 0 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 05:01 | yes | 0 | 65 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 00:59 | no | 0 | 10 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:33 | yes | 16 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:38 | yes | 4 | 9 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:39 | yes | 14 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 01:41 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-15 02:41 | yes | 0 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 02:44 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:09 | yes | 0 | 45 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-14 23:15 | yes | 0 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 04:53 | yes | 0 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:25 | yes | 0 | 46 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:08 | yes | 0 | 32 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:00 | yes | 0 | 26 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
Facebook read as Meta Ads
LinkedIn read as LinkedIn Sponsored Content
LinkedIn Ads read as LinkedIn Sponsored Content
LinkedIn Campaign Manager read as LinkedIn Sponsored Content
Unresolved, counted raw
Google Discover
INFUSE
adsy.tech
Discontinued, still offered
No shut-down product was recommended here.