Zero of fourteen models named Skai first on the direct prompt; zero named Instacart Ads. Skai was named by six of the fourteen models and Instacart Ads by fourteen and Skai carries 10 labels and Instacart Ads 29, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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.
| 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. Two of two in this category shown.
“Avoid heavy enterprise platforms like Skai or CommerceIQ unless you plan on hiring a dedicated agency” Gemini 3.5 Flash · paraphrase prompt · hard negative
“the best platform for a mid-sized B2B company to run and manage retail media ads would be Skai, formerly known as Kenshoo” Llama 4 Maverick · paraphrase prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“such as Swiftly and Instacart Ads, have limited third-party review coverage, making it harder to validate their performance and reliability” Mistral Small · negative prompt · soft negative
“API rate limits can bottleneck high-volume advertisers, the schema has quarterly breaking changes requiring connector maintenance” Claude Haiku 4.5 · negative prompt · soft negative
“Instacart Ads if you are not a grocery/CPG brand, need scale beyond its audience” Perplexity Sonar · negative prompt · soft negative
“Amazon Advertising or Instacart Ads (if in grocery/FMCG) offer the best combination of low barriers to entry” Kimi K2 · budget prompt · first choice
“If you are a CPG brand trying to win the digital or physical grocery cart, prioritize Instacart and Kroger.” Gemini 3.5 Flash · comparative prompt · alternative
“If you sell grocery products and your customers shop through Instacart, its ads may be a better fit” GPT-6 Luna · budget 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.