Retail media platforms for small business buyers
Asked as “retail media advertising platform”, and as “platform to run and manage retail media ads”, on behalf of a small B2B company. 52 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
38%
Contested · Amazon Advertising 21%
38Amazon Ads21Amazon Advertising10Walmart Connect31others
38% 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 a small 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.
For buyers
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 →
A01
02
03
04
05
06
07
08
09
10Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Amazon Ads38%
02Amazon Advertising21%
Amazon Advertising21%03Walmart Connect10%
Walmart Connect10%04LinkedIn Campaign Manager4%
LinkedIn Campaign Manager4%05Criteo2%
Criteo2%06Instacart Ads0%
Instacart Ads0%07Teikametrics0%
Teikametrics0%08Pacvue0%
Pacvue0%09Kroger Precision Marketing0%
Kroger Precision Marketing0%10Target Roundel0%
Target Roundel0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna 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 Connect21%
13 of 62 labels negative · 11 of 14 models · 3 hard negative
“Many RMNs (including Amazon DSP, Walmart Connect, and Macy’s Media Network) encourage brands to buy "off-site" programmatic display and video ads... **Verdict:** **Avoid.**” Gemini 3.5 Flash, negative prompt
Target Roundel57%
17 of 30 labels negative · 10 of 14 models · 6 hard negative
“Platforms to **Avoid or Approach with Extreme Caution**: - **Target Roundel**: - **Why**: High barriers—managed services often $50K+/quarter” Grok 4.1 Fast, negative prompt
Kroger Precision Marketing43%
6 of 14 labels negative · 5 of 14 models · 4 hard negative
“Avoid premium retail media networks (like Kroger Precision Marketing or Criteo-managed networks) that require $5K–$25K monthly minimums” DeepSeek V4 Flash, direct prompt
Amazon Advertising35%
6 of 17 labels negative · 5 of 14 models · 1 hard negative
“Platforms to Avoid or Be Very Cautious About ... Amazon Advertising - High costs with double-dip fees” MiniMax M2.5, 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
78 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. 1069 links across 259 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.
vendor site · Guideflow45 answers · 47 citations · 12 models
vendor site · Improvado41 answers · 42 citations · 11 models
41 answers · 41 citations · 10 models
vendor site · Osmos39 answers · 48 citations · 12 models
38 answers · 45 citations · 12 models
25 answers · 25 citations · 10 models
vendor site · Amazon22 answers · 54 citations · 9 models
vendor site · Madgicx22 answers · 28 citations · 9 models
vendor site · Moloco21 answers · 21 citations · 9 models
20 answers · 20 citations · 11 models
18 answers · 18 citations · 11 models
vendor site · SourceForge17 answers · 20 citations · 10 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.
45 answers · 12 models
41 answers · 10 models
41 answers · 11 models
25 answers · 10 models
23 answers · 9 models
20 answers · 8 models
20 answers · 11 models
20 answers · 9 models
17 answers · 8 models
17 answers · 10 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 |
|---|---|---|---|---|---|---|---|---|
| Amazon Ads | 38% | 18,100 | 2,303 | |||||
| Amazon parent site Amazon Advertising 21%, Amazon Business Advertising 4% | 25% | 36 | 151,000,000 | 1,380,939 | ||||
| Walmart Connect walmartconnect.com | 10% | 152 | 4,400 | 1,026 | ||||
| Faire faire.com Faire 4%, Faire Promoted Listings 2% | 6% | 4 | ||||||
| LinkedIn linkedin.com LinkedIn Campaign Manager 4% | 4% | 123 | 11,100,000 | 77,031 | 331,033,472 company | $1,032 | 113 | 4 |
| Amazon amazon.com | 4% | 44 | 151,000,000 | 1,380,939 | 1,681,997,879 | $106,125 | 115 | 9 |
| Perpetua perpetua.io | 2% | 15 | ||||||
| Google parent site Google Ads 2% | 2% | 167 | 550,000 | 15,818 | ||||
| Intentwise | 2% | |||||||
| Amazon Ads’ Sponsored Products | 2% |
Google's top ten for the two searches hold 17 sites; 2 of them are among the sites the models cited here (advertising.amazon.com, voyado.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 a small B2B company?”Paraphrase“Which platform to run and manage retail media ads would you recommend to a small business that sells to other businesses?”Comparative“What are the top retail media platforms for a small team and how do they differ?”Budget-constrained“What is the best retail media advertising platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a retail media advertising platform. What should we look at?”Negative“Which retail media platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Amazon, LinkedIn Campaign Managerno first choiceChangedagainst: Amazon Ads, Target Ads, Walmart AdsAmazon AdsIntentwiseno first choicenothing named
One alternative
AdRoll ABMTwo alternatives
Google Ads, LinkedIn Campaign ManagerFour alternatives
AdLib, Criteo Commerce Max, Instacart Ads, Walmart ConnectFour alternatives
Ad Badger, Quartile, Sellozo, eBayGPT-5.4 miniAmazon AdsAmazon AdsHeldAmazon AdsAmazon Adsno first choicenothing named
Two alternatives
Instacart Ads, Walmart ConnectTwo alternatives
LinkedIn Campaign Manager, Walmart ConnectThree alternatives
Instacart Ads, Kroger Precision Marketing, Walmart ConnectTwo alternatives
Instacart Ads, Walmart ConnectGemini 3.5 FlashAmazon Adsagainst: Pacvue, SkaiAmazon Ads, Faire Promoted ListingsChangedagainst: Pacvue, Quartile, SkaiAmazon Ads, Perpetuaagainst: Pacvue, SkaiAmazon Adsagainst: Amazon DSP, Walmart DSPMimbi, Perpetuaagainst: Skaiagainst: Amazon DSP, Kroger Precision Marketing, Macy's Media Network, Target Roundel, Walmart Connect
Four alternatives
Orange Apron Media, Perpetua, Teikametrics Flywheel, Walmart ConnectThree alternatives
Helium 10, Perpetua, TeikametricsFive alternatives
Instacart Ads, Quartile, Teikametrics Flywheel, Walmart Connect, m19Two alternatives
Instacart Ads, Walmart ConnectTwo alternatives
Kevel, TopsortPerplexity SonarAmazon AdsCriteoChangedagainst: Amazon DSPAmazon AdsAmazon Adsagainst: Target Roundel, Walmart Connectno first choiceagainst: Amazon, Costco Media Network, Target Roundel, Walmart Connect
Two alternatives
Moloco Retail Media Platform, TopsortOne alternative
Microsoft Retail MediaThree alternatives
Moloco Retail Media Platform, Topsort, Walmart ConnectTwo alternatives
Google Ads, Meta AdsGrok 4.1 FastAmazon AdsAmazon AdsHeldagainst: Kroger, LinkedIn Campaign ManagerAmazon Adsagainst: MerkleAmazon Advertisingagainst: Target Roundelno first choiceagainst: Amazonagainst: Albertsons Advantage, Amazon Advertising, Kroger Precision Marketing, Target Roundel, Walmart Connect
Two alternatives
Teikametrics, Walmart ConnectThree alternatives
Pacvue, Teikametrics, Walmart ConnectFour alternatives
Criteo Commerce Max, Moloco Retail Media Platform, Target Roundel, Walmart ConnectTwo alternatives
Instacart Ads, Walmart ConnectFive alternatives
Guideflow, Instacart, Roundel, Skai, Walmart ConnectMistral SmallAmazon AdvertisingAmazon Advertising, Walmart ConnectChangedAmazon Sponsored Ads, Walmart ConnectAmazon Adsno first choiceagainst: Amazon Advertising, Best Buy Ads, Costco Velocity, Home Depot's Orange Apron Media, Walmart Connect, eBay Ads
Two alternatives
Walmart Connect, Wayfair AdvertisingThree alternatives
Home Depot, Instacart Ads, Lowe’s for ProsFour alternatives
Criteo Commerce Max, Instacart Ads, Quartile, TeikametricsFour alternatives
Ad Badger, MAP, Roundel, Walmart ConnectDeepSeek V4 FlashAmazon Adsagainst: Criteo, Kroger Precision MarketingAmazon AdsHeldagainst: Target Roundel, Walmart ConnectAmazon Adsagainst: Kroger Precision, Target RoundelAmazon AdsAmazon Adsagainst: Target Roundelagainst: Amazon Ads, Costco Velocity, Gap, Macy's Media Network, Target Roundel, Walmart
Four alternatives
Google Ads, Pacvue, Teikametrics, Walmart ConnectThree alternatives
Faire, LinkedIn Campaign Manager, eBay AdsFive alternatives
Instacart Ads, Pacvue, Perpetua, Teikametrics, Walmart ConnectTwo alternatives
Instacart Ads, Walmart ConnectThree alternatives
Instacart Ads, Kroger Precision Marketing, Walmart ConnectLlama 4 Maverickno first choiceAmazon AdvertisingChangedMoloco Retail Media Platformagainst: Amazon AdsAmazon Advertising, Walmart Connectno first choicenothing named
Two alternatives
Google Ads, LinkedIn Campaign ManagerQwen 3.7 FlashFaireFaireHeldagainst: Liquidad, SkaiAmazon AdsAmazon Advertisingno first choiceagainst: Amazon Advertising, CitrusAd, Criteo, Instacart Ads, Target Roundel, Walmart Connect
Two alternatives
Alibaba.com, AmazonTwo alternatives
Amazon, LinkedIn Campaign ManagerThree alternatives
Instacart Ads, Target Roundel, Walmart ConnectOne alternative
Walmart ConnectKimi K2Google Ads, LinkedIn Campaign Manageragainst: Amazon Advertising, Target Roundel, Walmart ConnectAmazon Business AdvertisingChangedAmazon AdsAmazon Advertisingno first choiceagainst: Amazon Advertising, Target Roundel, Walmart Connect
Three alternatives
Amazon Business Advertising, Meta Ads, Microsoft AdvertisingThree alternatives
Criteo, LinkedIn Campaign Manager, Walmart ConnectThree alternatives
Criteo Commerce Media Platform, Instacart Ads, Walmart ConnectOne alternative
Walmart ConnectThree alternatives
Intentwise, Skai, TeikametricsGLM 4.7 FlashXAmazon Advertisingagainst: Google AdsAmazon AdsChangedagainst: Constructor, CriteoAmazon Ads, Instacart Ads, Walmart Connectagainst: Kroger Precision Marketing, Target RoundelAmazon Adsno first choiceagainst: Best Buy, CVS, Costco Velocity, Home Depot, Kroger Precision Marketing, Orange Apron, Target Roundel, Walgreens, Walmart Connect
Two alternatives
Microsoft Advertising, Walmart ConnectTwo alternatives
Target Roundel Media Studio, ThomasNetTwo alternatives
Instacart Ads, Walmart ConnectMiniMax M2.5Amazon Advertising, Walmart ConnectAmazon Business AdvertisingChangedAmazon AdsAmazon Advertisingagainst: Target Roundel, Walmart ConnectAmazon Ads, Walmart Connectagainst: Amazon Advertising, Costco Trade Rewards, Instacart Ads, Target Circle 360, Walmart Retail Media
Two alternatives
Moloco Retail Media Platform, QuartileTwo alternatives
LinkedIn, Walmart ConnectFive alternatives
Adbrew, Costco Wholesale, Moloco Retail Media Platform, Target Circle360, Walmart ConnectThree alternatives
Instacart, Kroger Precision Marketing, Target RoundelGPT-6 LunaAmazon Adsagainst: Instacart AdsAmazon Business Sponsored ProductsChangedAmazon AdsAmazon Ads’ Sponsored Productsno first choiceagainst: Amazon DSP managed-service campaigns, Target Roundel, Walmart Connect
One alternative
Walmart ConnectFour alternatives
Instacart Ads, Kroger Ad Platform / Kroger Precision Marketing, Target Roundel, Walmart ConnectOne alternative
Walmart ConnectMuse Glimmer 30BAmazonAmazon AdvertisingChangedWalmart Connectagainst: Amazon AdsAmazon Ads, Walmart Connectno first choiceagainst: Costco Velocityagainst: Amazon Ads, Costco Velocity, Home Depot Retail Media+, Kroger Precision Marketing, Macy's Media Network, Target Roundel, Walmart Connect
Two alternatives
Criteo, Walmart ConnectFour alternatives
Intentwise, Pacvue, Teikametrics, Walmart ConnectFive alternatives
Instacart Ads, Kroger Precision Marketing, Quartile, Target Roundel, TopsortBold 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 | 2026-10-05 01:03 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:12 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:30 | yes | 17 | 26 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:14 | yes | 14 | 4 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:14 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:14 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:24 | yes | 21 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:22 | yes | 15 | 45 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:47 | yes | 20 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:37 | yes | 18 | 50 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:21 | yes | 18 | 48 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:17 | yes | 4 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:02 | yes | 18 | 31 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:55 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:53 | yes | 3 | 7 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:58 | yes | 21 | 32 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:36 | yes | 20 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:09 | yes | 18 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:00 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:17 | yes | 22 | 34 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:33 | yes | 13 | 82 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:21 | yes | 25 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:45 | yes | 19 | 125 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:38 | yes | 18 | 75 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:44 | yes | 1 | 12 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:51 | yes | 19 | 37 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:24 | yes | 11 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:15 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:56 | yes | 16 | 28 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 22:14 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:05 | yes | 20 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 12 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:35 | yes | 19 | 68 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:37 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:56 | yes | 13 | 37 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:38 | yes | 19 | 35 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:38 | yes | 19 | 57 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:26 | yes | 11 | 28 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:06 | yes | 6 | 26 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:33 | yes | 17 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:28 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:16 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:10 | yes | 22 | 24 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:57 | yes | 17 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 17 | 5 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:46 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:52 | yes | 23 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:18 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:02 | yes | 5 | 14 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:20 | yes | 11 | 19 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:27 | yes | 18 | 29 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 20 | 40 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:40 | yes | 2 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:31 | yes | 24 | 30 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:31 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:23 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:16 | yes | 6 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:48 | yes | 19 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:09 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:13 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 22:16 | yes | 20 | 43 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:25 | no | 0 | 20 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:13 | yes | 15 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:43 | yes | 9 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:42 | yes | 15 | 52 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:19 | yes | 1 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:22 | yes | 12 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:13 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:34 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:40 | yes | 25 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:15 | yes | 26 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:54 | yes | 20 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:45 | yes | 7 | 7 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:44 | yes | 22 | 37 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:07 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:12 | yes | 10 | 43 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:38 | yes | 21 | 29 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:17 | yes | 18 | 45 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 22:58 | yes | 10 | 30 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 22:33 | yes | 5 | 32 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:07 | yes | 12 | 24 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
Moloco read as Moloco Retail Media Platform
Moloco's Retail Media Platform read as Moloco Retail Media Platform
Unresolved, counted raw
AI Connect
Ad Buy
Adtomic
Albertsons Advantage
Alibaba.com
Amazon Ads’ Sponsored Products
Amazon Business Sponsored Products
Amazon DSP managed-service campaigns
Amazon Sponsored Ads
Amazon's self-serve Sponsored Products
Amazon's self-serve tools
BidX
Commerce Yield
Costco Media Network
Costco Trade Rewards
Costco Wholesale
Eva
FCC Ads Manager
Faire Promoted Listings
Gap
Google and Microsoft Retail Media
Home Depot Orange Apron Media
Kroger Ad Platform / Kroger Precision Marketing
LinkedIn
Liquidad
Lowe’s for Pros
MAP
Meta
Mimbi
Orange Apron
Roundel Media Studio
Streaem
Target Ads
Target Circle 360
Target Circle360
Target Roundel Media Studio
Walmart Ads
Walmart DSP
Walmart Retail Media
Wayfair Advertising
m19
Discontinued, still offered
No shut-down product was recommended here.