Native and content advertising for enterprise buyers
Asked as “native advertising platform”, and as “content recommendation and native ads network”, on behalf of an enterprise B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
21%
Contested · StackAdapt 15%
21LinkedIn Sponsored Content15StackAdapt15Taboola49others
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 an enterprise 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 enterprise.
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
07S08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01LinkedIn Sponsored Content21%
LinkedIn Sponsored Content21%02StackAdapt15%
StackAdapt15%03Taboola15%
Taboola15%04Teads9%
Teads9%05Demandbase4%
Demandbase4%06Nativo2%
Nativo2%07TripleLift2%
TripleLift2%08Sharethrough0%
09MGID0%
MGID0%10Revcontent0%
Revcontent0%What they warned about
Two 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, Llama 4 Maverick, Qwen 3.7 Flash 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.
MGID40%
12 of 30 labels negative · 8 of 12 models · 6 hard negative
“the native platforms to be most cautious about are the ones known for weaker traffic quality, limited controls, or mixed publisher quality—especially MGID” Perplexity Sonar, negative prompt
Revcontent40%
10 of 25 labels negative · 8 of 12 models · 4 hard negative
“Highest reported incidence of fraud and bot traffic among major native networks.” DeepSeek V4 Flash, negative prompt
Taboola24%
13 of 55 labels negative · 7 of 12 models · 2 hard negative
“Outbrain and Taboola ... they have faced significant criticism for feeding content to low-quality, sensationalist websites” Qwen 3.7 Flash, negative prompt
Teads19%
12 of 64 labels negative · 7 of 12 models · 2 hard negative
“large enterprises should exercise extreme caution with—or actively avoid—the following native advertising platforms” Qwen 3.7 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
21 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. 307 links across 149 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.
12 answers · 18 citations · 3 models
vendor site · Guideflow9 answers · 10 citations · 3 models
9 answers · 9 citations · 3 models
vendor site · Realize9 answers · 9 citations · 3 models
7 answers · 7 citations · 2 models
vendor site · Taboola6 answers · 8 citations · 3 models
6 answers · 7 citations · 2 models
6 answers · 7 citations · 2 models
vendor site · LinkedIn6 answers · 6 citations · 3 models
vendor site · 6sense5 answers · 6 citations · 3 models
vendor site · Madgicx5 answers · 6 citations · 2 models
vendor site · SmartyAds5 answers · 5 citations · 3 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.
10 answers · 2 models
9 answers · 3 models
9 answers · 3 models
6 answers · 2 models
6 answers · 2 models
6 answers · 2 models
6 answers · 3 models
5 answers · 3 models
4 answers · 3 models
4 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 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 21% | 21% | 58 | 11,100,000 | 77,031 | ||||
| StackAdapt stackadapt.com | 15% | 393 | 8,100 | 167 | 26,512 | $18,665 | 39 | |
| Taboola taboola.com | 15% | 182 | 12,100 | 501 | 11,072 | $336 | 8 | |
| Teads teads.com | 9% | 189 | 1,900 | 177 | 1,756 | 0 | ||
| AdLib getadlib.com | 8% | 47 | 33,100 | 997 | 12,294 | 0 | 3 | |
| The Trade Desk thetradedesk.com | 8% | 351 | 27,100 | 1,140 | 68,569 | $8,113 | 18 | 8 |
| Demandbase demandbase.com | 4% | 581 | 5,400 | 211 | 42,531 | 34 | ||
| Nativo nativo.com | 2% | 72 | 6,600 | 755 | 242 | |||
| TripleLift triplelift.com | 2% | 42 | 1,300 | 42 | 777 | 0 | ||
| 6sense 6sense.com | 2% | 618 | 49,500 | 316 | 108,788 | $1,209 | 120 |
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, getadlib.com, linkedin.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 an enterprise B2B company?”Paraphrase“Which content recommendation and native ads network would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade native advertising platforms and how do they differ?”Budget-constrained“What is the best native advertising platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a native advertising platform. What should we look at?”Negative“Which native advertising platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5StackAdaptLinkedIn Sponsored ContentChangedno first choiceThe Trade Deskno first choicenothing named
Two alternatives
6sense, The Trade DeskTwo alternatives
Taboola, TeadsFour alternatives
Amazon DSP, Epom, Taboola, TeadsGPT-5.4 miniLinkedIn Sponsored ContentOutbrain AmplifyChangedTaboolaTaboolano first choicenothing named
Two alternatives
Taboola, TeadsOne alternative
TaboolaFour alternatives
Nativo, Sharethrough, Teads, TripleLiftOne alternative
MGIDGemini 3.5 FlashStackAdapt6sense, DemandbaseChangedagainst: Taboola, Teadsno first choiceBrax, Kevelagainst: The Trade Deskno first choiceagainst: Adkeeper, Content.ad, MGID, Revcontent, Taboola, Teads
Five alternatives
6sense, Demandbase, Dianomi, LinkedIn Sponsored Content, NativoFour alternatives
Dianomi, LinkedIn Sponsored Content, Nativo, StackAdaptTwo alternatives
AdGlare, EpomPerplexity SonarLinkedIn Sponsored ContentLinkedIn Sponsored Content, TaboolaChangedTaboolaAdLib, StackAdaptagainst: Nativo, Taboola, Teadsno first choiceagainst: MGID, Revcontent, Taboola, Teads
Five alternatives
Abmatic AI, Demandbase, Nativo, Taboola, TeadsTwo alternatives
MGID, TeadsSix alternatives
AdLib, Nativo, Realize, StackAdapt, Teads, TripleLiftGrok 4.20LinkedIn Sponsored ContentTaboolaChangedTaboola, Teadsagainst: MGIDTaboolaagainst: MGID, Revcontentno first choiceagainst: MGID, Revcontent
Four alternatives
Nativo, StackAdapt, Taboola, TeadsOne alternative
TeadsOne alternative
StackAdaptTwo alternatives
StackAdapt, TeadsMistral SmallLinkedIn Sponsored ContentMutiny, TeadsChangedStackAdapt, TaboolaAdLibno first choiceagainst: MGID, Revcontent, RichAds, Taboola, Teads
Four alternatives
Nativo, StackAdapt, Taboola, TeadsFive alternatives
Adobe Target, Bloomreach, Dynamic Yield, MGID, TaboolaFour alternatives
MGID, Nativo, Teads, TripleLiftTwo alternatives
MGID, RevcontentDeepSeek V4 FlashStackAdaptagainst: MGID, TaboolaTeadsChangedTaboola, TeadsSkaiagainst: MGID, Revcontent, Smartly, Taboola / Realize, TeadsTaboola, Teadsagainst: MGID, Newsbreak, Revcontent, Taboola, Teads
Three alternatives
Demandbase, Dianomi, TeadsSix alternatives
Folloze, LinkedIn Sponsored Content, Mutiny, PathFactory, StackAdapt, TaboolaFive alternatives
MGID, Nativo, Sharethrough, StackAdapt, TripleLiftOne alternative
StackAdaptTwo alternatives
AdLib, NativoLlama 4 MaverickAbmatic AITaboolaChangedno first choiceAdLibNativo, TripleLiftnothing named
Three alternatives
Demandbase, LinkedIn Sponsored Content, TaboolaTwo alternatives
Revcontent, TeadsThree alternatives
Adobe Real-Time CDP, Salesforce Marketing Cloud, SuperCool AI WorkspaceQwen 3.7 FlashStackAdaptagainst: MGID, Revcontent, TaboolaTaboola, TeadsChangedTaboolaAdLibagainst: Google AdSense, Meta Audience Networkno first choiceagainst: Adobe, Amazon DSP, Criteo, Google Display & Video 360, Magnite, Microsoft Invest, PubMatic, Taboola, Teads
Two alternatives
Nativo, TeadsOne alternative
RevcontentSix alternatives
MGID, Nativo, Realize, Revcontent, StackAdapt, TeadsTwo alternatives
Epom, TeadsKimi K2LinkedIn Sponsored Contentagainst: Taboola, TeadsLinkedIn Sponsored ContentHeldTaboolaStackAdaptagainst: Taboola, TeadsStackAdapt, The Trade Deskagainst: MGID, Revcontent, Taboola, Teads
Three alternatives
6sense, Demandbase, StackAdaptFive alternatives
6sense, AdRoll ABM, Demandbase, EveryoneSocial, SociabbleSeven alternatives
Life360 Ads, MGID, Nativo, Revcontent, StackAdapt, Teads, TripleLiftTwo alternatives
Nativo, TripleLiftTwo alternatives
Taboola, TeadsGLM 4.7 FlashXLinkedIn Sponsored ContentLinkedIn Sponsored ContentHeldno first choiceGoogle Display & Video 360, The Trade Deskagainst: Adobe Advertisingno first choiceagainst: AdNow, MGID, Revcontent, RevenueHits, Taboola, Teads
Four alternatives
6sense, Demandbase, Taboola, TeadsThree alternatives
StackAdapt, Taboola, TeadsSix alternatives
Amazon DSP, Life360 Ads, Sharethrough, StackAdapt, Taboola, TripleLiftMiniMax M2.5DemandbaseLinkedIn Sponsored Content, TaboolaChangedStackAdaptDV360, StackAdapt, The Trade Deskno first choicenothing named
Four alternatives
Nativo, StackAdapt, Taboola, TeadsThree alternatives
NetLine, StackAdapt, ViBOne alternative
TeadsOne alternative
TripleLiftBold 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 01:11 | yes | 7 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:30 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:37 | yes | 18 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-15 01:12 | yes | 19 | 6 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 05:02 | yes | 0 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 05:03 | yes | 0 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 03:25 | yes | 0 | 19 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:57 | yes | 0 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 02:52 | yes | 0 | 48 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-14 23:56 | yes | 0 | 35 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 04:43 | yes | 0 | 112 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 01:10 | yes | 0 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 03:54 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:25 | yes | 4 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 01:38 | yes | 19 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-15 00:31 | 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 03:34 | yes | 0 | 6 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:20 | yes | 0 | 10 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 00:45 | yes | 0 | 50 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 02:26 | yes | 0 | 1 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:01 | no | 0 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:12 | yes | 0 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 03:32 | yes | 0 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 03:19 | yes | 0 | 34 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:06 | yes | 17 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 00:42 | yes | 5 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 05:04 | yes | 27 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-15 02:24 | yes | 20 | 9 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 23:55 | yes | 0 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:15 | yes | 0 | 17 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 00:11 | yes | 0 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:20 | yes | 0 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-14 23:59 | yes | 0 | 39 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:40 | yes | 0 | 62 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:16 | yes | 0 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:24 | yes | 0 | 14 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 00:27 | yes | 12 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:19 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-14 23:40 | yes | 15 | 37 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-14 23:16 | 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 03:07 | yes | 0 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 04:03 | yes | 0 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-15 02:26 | yes | 0 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:57 | yes | 0 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 03:45 | yes | 0 | 89 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 03:23 | yes | 0 | 75 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 00:12 | yes | 0 | 40 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-14 23:17 | yes | 0 | 46 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-14 23:37 | yes | 23 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 03:15 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:42 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-14 23:46 | yes | 20 | 8 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 23:55 | yes | 0 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 03:42 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-15 03:34 | yes | 0 | 83 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 03:45 | yes | 0 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 00:40 | yes | 0 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 02:35 | yes | 0 | 43 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-14 22:53 | yes | 0 | 23 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 04:05 | no | 0 | 72 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-15 04:50 | yes | 14 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-15 04:46 | yes | 3 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-15 00:47 | yes | 18 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-15 04:56 | yes | 20 | 4 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 04:25 | yes | 0 | 7 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-15 01:40 | yes | 0 | 13 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-14 23:00 | yes | 0 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-15 04:26 | yes | 0 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-15 01:03 | yes | 0 | 54 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-15 00:34 | yes | 0 | 76 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-15 02:55 | yes | 0 | 48 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-15 02:22 | yes | 0 | 25 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 read as Amazon DSP
LinkedIn read as LinkedIn Sponsored Content
LinkedIn Ads read as LinkedIn Sponsored Content
LinkedIn Campaign Manager read as LinkedIn Sponsored Content
LinkedIn Marketing Solutions read as LinkedIn Sponsored Content
Yahoo read as Yahoo Gemini
Unresolved, counted raw
AdGlare
Adkeeper
Adobe
Marketo Account Engagement
Outbrain Amplify
SuperCool AI Workspace
ViB
Discontinued, still offered
No shut-down product was recommended here.