Three of fourteen models named Walmart Connect first on the direct prompt; one named Criteo. Walmart Connect was named by fourteen of the fourteen models and Criteo by nine and Walmart Connect carries 56 labels and Criteo 15, so the shares are not directly comparable.
Named in two categories this edition.
Paris, France, founded 2005. Named in three categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the retail media platforms page.
Across every category in the October 2026 Edition, Walmart Connect and Criteo were named in the same answer thirty times, of the 157 answers naming Walmart Connect and the 51 naming Criteo. In those answers Criteo took the first choice zero times and Walmart Connect four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| 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 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Avoid pure retail media platforms (like standard Amazon Ads or Walmart Connect)” Kimi K2 · direct prompt · hard negative
“While platforms like Walmart Connect and Instacart Ads are popular, they are not always the most cost-effective and may require significant investment for smaller teams” Mistral Small · negative prompt · soft negative
“Platforms like Amazon Advertising, Walmart Connect, Target Roundel, and similar retail media networks focus on: Consumer shopping behavior” Claude Haiku 4.5 · paraphrase prompt · soft negative
“start with Walmart Connect if you want the best balance of scale, self-service accessibility, and retail-media maturity for a mid-market team” GPT-5.4 mini · direct prompt · first choice
“The best retail media advertising platform for a company with a limited budget is Amazon Advertising or Walmart Connect.” Llama 4 Maverick · budget prompt · first choice
“For the smallest budgets, Walmart Connect is typically the best starting point due to lower costs and competition.” MiniMax M2.5 · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Platforms to AVOID with Limited Budgets ... Built for scale; requires large catalogs” Kimi K2 · budget prompt · hard negative
“entry threshold is high — self-serve starts around $10K/month ... likely too steep for a mid-market B2B company” DeepSeek V4 Flash · direct prompt · soft negative
“Criteo is also repeatedly listed as best for cross-device targeting in retail media shortlists.” Muse Glimmer 30B · direct prompt · first choice
“Choose Criteo if you want a self-service retail media platform with campaign management and performance reporting.” Perplexity Sonar · paraphrase prompt · alternative
“pair it with a multi-network platform like Pacvue or Criteo to manage campaigns centrally” GPT-5.4 mini · direct prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.