Retail media platforms for enterprise buyers
Asked as “retail media advertising platform”, and as “platform to run and manage retail media ads”, on behalf of an enterprise B2B company. 46 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
30%
Contested · Amazon Ads 11%
30Skai11Amazon Ads09Pacvue50others
30% 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 fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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.
All fifteen head-to-head pages: the top six products, each against each
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 →
01A02
03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Skai30%
Skai30%02Amazon Ads11%
03Walmart Connect9%
Walmart Connect9%04Pacvue9%
Pacvue9%05Kevel4%
Kevel4%06Amazon4%
Amazon4%07Kroger Precision Marketing0%
Kroger Precision Marketing0%08Target Roundel0%
Target Roundel0%09Criteo0%
Criteo0%10CitrusAd0%
CitrusAd0%11Instacart Ads0%
Instacart Ads0%What they warned about
One 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 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
Walmart Connect26%
10 of 38 labels negative · 7 of 14 models
“Walmart Connect is mentioned as a potential alternative to Amazon Ads, but its effectiveness may depend on the specific use case and product category.” Llama 4 Maverick, negative prompt
Amazon Ads
24%
7 of 29 labels negative · 6 of 14 models · 1 hard negative
“**Avoid pure auction-based ad products** if predictability is the top requirement, since Amazon Ads pricing is typically CPC, CPM, vCPM, or negotiated rather than fixed.” Perplexity Sonar, budget prompt
Instacart Ads27%
4 of 15 labels negative · 4 of 14 models
“Agnostic marketplace RMNs such as Instacart Ads, DoorDash Ads and Uber Advertising. They provide multi-retailer reach but measurement is closed-loop and proprietary” Muse Glimmer 30B, negative prompt
Amazon Advertising38%
3 of 8 labels negative · 3 of 14 models · 1 hard negative
“Highest concern: Amazon Advertising ... Conflict of interest, data exploitation, private label competition” Kimi K2, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
81 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. 1164 links across 329 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
44 answers · 61 citations · 11 models
vendor site · Guideflow41 answers · 42 citations · 12 models
vendor site · Osmos39 answers · 65 citations · 11 models
vendor site · Improvado29 answers · 33 citations · 10 models
vendor site · Skai28 answers · 39 citations · 13 models
25 answers · 33 citations · 12 models
19 answers · 25 citations · 8 models
vendor site · RFP.ai17 answers · 35 citations · 8 models
vendor site · Criteo17 answers · 25 citations · 8 models
17 answers · 24 citations · 9 models
vendor site · Topsort16 answers · 17 citations · 10 models
16 answers · 16 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.
38 answers · 11 models
37 answers · 12 models
27 answers · 10 models
22 answers · 10 models
20 answers · 10 models
16 answers · 8 models
16 answers · 9 models
16 answers · 7 models
14 answers · 6 models
12 answers · 8 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 retail media advertising platform”, “retail media 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 |
|---|---|---|---|---|---|---|---|---|
| Skai skai.io | 30% | 155 | 6,600 | 2,387 | 12,905 | 35 | 3 | |
| Amazon Ads | 11% | 18,100 | 2,303 | |||||
| Walmart Connect walmartconnect.com | 9% | 152 | 4,400 | 1,026 | ||||
| Pacvue pacvue.com | 9% | 47 | 2,900 | 59 | ||||
| Criteo criteo.com Criteo Commerce Max 4%, Criteo Retail Media 2%, Criteo Commerce Media Platform 2%, Criteo 0% | 9% | 49 | 6,600 | 245 | 37,077 | $577 | 120 | 2 |
| Kevel kevel.com | 4% | 20 | 1,000 | 28 | 5,478 | 0 | 4 | |
| Amazon amazon.com | 4% | 44 | 151,000,000 | 1,380,939 | 1,681,997,879 | $106,125 | 115 | 9 |
| The Trade Desk thetradedesk.com | 4% | 326 | 27,100 | 1,140 | 68,569 | $8,113 | 18 | |
| Adnuntius adnuntius.com | 4% | 3 | ||||||
| Amazon parent site Amazon Advertising 4% | 4% | 36 | 151,000,000 | 1,380,939 |
Google's top ten for the two searches hold 17 sites; 3 of them are among the sites the models cited here (criteo.com, skai.io, topsort.com). The first result for “best retail media advertising platform” is tinuiti.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 retail media advertising platform for an enterprise B2B company?”Paraphrase“Which platform to run and manage retail media ads would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade retail media platforms and how do they differ?”Budget-constrained“What is the best retail media 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 retail media advertising platform. What should we look at?”Negative“Which retail media platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5LinkedInno first choiceChangedAmazon Adsno first choiceagainst: Amazon Ads, Walmart Connectno first choiceagainst: Amazon, Walmart Connect
Four alternatives
6sense, Demandbase, Pacvue, SkaiTwo alternatives
Google Ads, LinkedIn Campaign ManagerOne alternative
Walmart ConnectOne alternative
SkaiGPT-5.4 miniWalmart ConnectPacvue, SkaiChangedCriteo, KevelWalmart Connectno first choicenothing named
One alternative
Amazon AdsOne alternative
SkaiOne alternative
Roundel Precision PlusGemini 3.5 FlashAmazonSkaiChangedCitrusAd, CriteoKevel, Skaiagainst: CitrusAd, Criteo, Pacvue, Quartileno first choiceagainst: Chase Media, McDonald's Media Network, United's Kinective Media
Seven alternatives
Best Buy Ads, CitrusAd, Kevel, Mirakl Ads, Orange Apron Media, TD Synnex Media Network, Walmart ConnectFive alternatives
CitrusAd, Criteo, Kevel, Mirakl Ads, PacvueFour alternatives
Kevel, Pacvue, Perpetua, SkaiPerplexity SonarDemandbaseagainst: The Trade DeskSkaiChangedno first choiceagainst: Amazon Advertisingno first choiceagainst: Amazon Adsno first choiceagainst: Amazon Ads, Instacart Ads, Target Roundel, Walmart Connect
Two alternatives
Criteo Commerce Max, SkaiTwo alternatives
Demandbase, The Trade DeskGrok 4.1 FastAmazon AdsPacvueChangedagainst: Amazon Ads console, Stackline, TeikametricsAmazon AdsCriteo Commerce Max, Skaiagainst: AdLib, Amazon Ads, Walmart Connectno first choiceagainst: Walmart Connectagainst: Target Roundel, Walmart Connect
Three alternatives
Google Ads, LinkedIn Campaign Manager, The Trade DeskOne alternative
SkaiEight alternatives
CitrusAd, Criteo Commerce Max, Instacart Ads, Kroger Precision Marketing, Moloco Retail Media Platform, Target Roundel, Topsort, Walmart ConnectTwo alternatives
Koddi, Pacvue Commerce PlatformMistral SmallAmazon AdvertisingPacvue AdvertisingChangedAmazon AdsAmazon Advertisingagainst: Criteono first choicenothing named
Three alternatives
Best Buy Ads, Moloco Retail Media Platform, Walmart ConnectOne alternative
Amazon AdsSeven alternatives
Adtelligent Retail Media Platform, Criteo Retail Media, Epsilon Retail Media, Kevel, Pacvue, Quartile, Walmart ConnectOne alternative
Walmart ConnectDeepSeek V4 FlashAmazon, Amazon AdsCriteo Retail MediaChangedAmazon AdsAdnuntius, Kevelagainst: Amazon Ads, Criteo, Walmart Connectno first choiceagainst: Ahold Delhaize, Albertsons, BJ's Wholesale Club, Dollar General, H-E-B, Kroger
Three alternatives
Criteo Commerce Max, Skai, The Trade DeskThree alternatives
Amazon Ads, Skai, Walmart ConnectNine alternatives
CommerceIQ, Criteo Commerce Max, Epsilon Retail Media, Instacart Ads, Kroger Precision Marketing, Pacvue, Skai, Target Roundel, Walmart ConnectOne alternative
SkaiLlama 4 Maverickno first choiceSkaiChangedno first choiceAmazon Adsno first choiceagainst: Amazon Ads, Instacart Ads, Target Roundel, Walmart Connect
One alternative
MediaMathQwen 3.7 FlashAmazon AdsCriteo Commerce Media PlatformChangedAmazon AdsSkaino first choiceagainst: Best Buy, Instacart, Kroger, Local/regional grocers, specialty department stores
Seven alternatives
Dentsu AdTech / Rakuten Marketing, Home Depot, Instacart Ads, Kensiu, Lowe's, Pacvue, Walmart ConnectThree alternatives
Audience Science, Pacvue, Salesforce Marketing CloudFour alternatives
Instacart Ads, Kroger Precision Marketing, Target Roundel, Walmart ConnectKimi K2LinkedIn Campaign ManagerThe Trade DeskChangedAmazon AdvertisingSkaino first choiceagainst: Amazon Advertising
Three alternatives
Amazon Advertising, Google Ads, Microsoft AdvertisingTwo alternatives
Pacvue, SkaiSeven alternatives
Criteo Commerce Max, Instacart Ads, Kroger Precision Marketing, Pacvue, Skai, Target Roundel, Walmart ConnectThree alternatives
Amazon DSP, Criteo, The Trade DeskGLM 4.7 FlashXSkaiAmazon AdsChangedAmazon Ads, Walmart ConnectAdnuntius, Walmart Connectagainst: Amazonno first choiceagainst: Amazon Ads, Costco Velocity, Instacart Ads, Walmart Connect, eBay Ads
Five alternatives
Amazon Ads, Criteo, Kevel, Moloco Retail Media Platform, Walmart ConnectThree alternatives
Criteo Commerce Media Platform, Walmart Connect, XnurtaEight alternatives
Criteo, Instacart Ads, Kroger Precision Marketing, Osmos, Quartile, Skai, Target Roundel, ZitchaTwo alternatives
Improvado, SkaiMiniMax M2.5no first choiceSkaiChangedAmazon AdsSkaiMarin Software, Skai, The Trade Deskagainst: Amazon Advertising
One alternative
GuideflowFour alternatives
Instacart Ads, Kroger Precision Marketing, Target Roundel, Walmart ConnectThree alternatives
Adnuntius, Target Roundel, Walmart ConnectThree alternatives
Amazon Ads, Instacart Ads, Walmart ConnectGPT-6 LunaPacvuePacvueHeldEpsilon Retail Media, Koddi, Microsoft Retail Media, PromoteIQagainst: Criteo Commerce MaxSkaino first choiceagainst: Microsoft PromoteIQ
Two alternatives
Amazon Ads on Amazon Business, SkaiOne alternative
SkaiFour alternatives
Kevel Retail Media Cloud, Mirakl Ads, Moloco Commerce Media, TopsortMuse Glimmer 30BCriteo Commerce MaxSkaiChangedAmazon Ads, Amazon Marketing Cloud, Walmart ConnectWalmart Connectno first choiceagainst: Amazon DSP, DoorDash Ads, Instacart Ads, Kroger, Target Plus, Uber Advertising, Walmart Connect
Three alternatives
Amazon Ads, Moloco Retail Media Platform, PacvueTwo alternatives
Criteo, SmartlySeven alternatives
CitrusAd, Costco Velocity, Criteo Commerce Media Platform, Instacart Ads, Kroger Precision Marketing, Target Roundel, WalgreensTwo alternatives
Amazon Ads, Kroger Precision MarketingBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-04 22:58 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:23 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:42 | yes | 11 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:56 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:22 | yes | 24 | 11 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:31 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:14 | yes | 20 | 37 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:16 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:48 | yes | 10 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:41 | yes | 20 | 26 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:37 | yes | 24 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:59 | yes | 20 | 55 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:33 | yes | 2 | 11 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:49 | yes | 22 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:58 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:54 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 19 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:08 | yes | 20 | 7 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:41 | yes | 22 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:02 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:24 | yes | 23 | 66 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:52 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:18 | yes | 25 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:16 | yes | 18 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:45 | yes | 5 | 26 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:23 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:17 | yes | 12 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:31 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:51 | yes | 3 | 6 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 19 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:34 | yes | 19 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:27 | yes | 23 | 11 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:35 | yes | 13 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:29 | yes | 23 | 57 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:30 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:27 | yes | 10 | 42 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:24 | yes | 19 | 27 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:28 | yes | 25 | 104 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:23 | yes | 17 | 30 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:48 | yes | 8 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:37 | yes | 24 | 35 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:53 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:08 | yes | 2 | 3 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:42 | yes | 16 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:41 | yes | 17 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:52 | yes | 15 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:34 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:31 | yes | 22 | 36 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:33 | yes | 15 | 109 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:35 | yes | 22 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:13 | yes | 22 | 120 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:44 | yes | 17 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:25 | yes | 1 | 30 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:40 | yes | 11 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:29 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:04 | yes | 7 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:25 | yes | 5 | 28 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 22:32 | yes | 18 | 9 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:53 | yes | 25 | 55 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:10 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:48 | yes | 25 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:00 | no | 0 | 31 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:20 | yes | 24 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:26 | yes | 21 | 53 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:05 | yes | 13 | 22 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:09 | yes | 5 | 28 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:15 | yes | 15 | 23 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 17 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:01 | yes | 4 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:29 | yes | 21 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:36 | yes | 24 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:10 | yes | 22 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:08 | yes | 12 | 9 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:27 | yes | 21 | 39 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:35 | yes | 14 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:45 | yes | 24 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:26 | yes | 20 | 80 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:17 | yes | 7 | 25 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:34 | yes | 3 | 24 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:49 | yes | 22 | 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.
ShowHide
Category-scoped readings
Epsilon read as Epsilon Retail Media
Moloco read as Moloco Retail Media Platform
Unresolved, counted raw
AdButler
Adtelligent
Adtelligent Retail Media Platform
Ahold Delhaize
Amazon Ads console
Amazon Ads on Amazon Business
Amazon Brand Storefront
Amazon's Retail Ad Service
Audience Science (Conversant)
BJ's Wholesale Club
Chase Media
Chewy's
Dentsu AdTech / Rakuten Marketing
Kensiu
Kevel Retail Media Cloud
LinkedIn
Local/regional grocers
McDonald's Media Network
Metro
Moloco Commerce Media
OfficeDepot
Pacvue Commerce Platform
Roundel Precision Plus
Sam's Club
Stackline
TD Synnex Media Network
TechDogs
Uber Advertising
Ulta Beauty's UB Media
United's Kinective Media
Xnurta
Zitcha
dunnhumby network alliance
specialty department stores
Discontinued, still offered
No shut-down product was recommended here.