Two of fourteen models named Skai first on the direct prompt; one named Marin Software. Skai was named by thirteen of the fourteen models and Marin Software by thirteen and both carry 31 labels, so the shares below are directly comparable.
Named in two categories this edition.
San Francisco, United States, founded 2006. Named in two 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 search and social advertising platforms page.
Across every category in the October 2026 Edition, Skai and Marin Software were named in the same answer seventy-one times, of the 158 answers naming Skai and the 105 naming Marin Software. In those answers Marin Software took the first choice one time and Skai thirty.
| 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 six in this category shown.
“Avoid: Enterprise platforms like Skai” Kimi K2 · budget prompt · hard negative
“Be very cautious with Skai/Kenshoo unless you're a large enterprise with dedicated implementation resources.” Kimi K2 · negative prompt · soft negative
“Caution advised for Small and Medium Businesses (SMBs)... Entry-level pricing starts around $114,000/year” Qwen 3.7 Flash · negative prompt · soft negative
“Enterprise-grade platform that manages advertising across Google, Meta, LinkedIn, Amazon, and Apple Search Ads from a single interface” MiniMax M2.5 · direct prompt · first choice
“If you have a dedicated, skilled PPC manager: Lean toward Skai or MEGA AI for heavy-hitting automation and deep optimization.” Qwen 3.7 Flash · scale prompt · first choice
“Top Recommendation: Skai (formerly Kenshoo) ... Skai edges out as the overall best balance for robust B2B management.” Grok 4.1 Fast · direct 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.
“"Marin Software officially approved a plan of dissolution and liquidation in April 2025. Avoid any remaining sales pitches"; Do not enter new engagements.” Muse Glimmer 30B · negative prompt · hard negative
“you should avoid these legacy enterprise suites... frequently criticized for a clunky, outdated UI” Gemini 3.5 Flash · negative prompt · hard negative
“Avoid: Enterprise platforms like Skai, Marin Software ($500+/month)” Kimi K2 · budget prompt · hard negative
“I'd recommend Skai (formerly Kenshoo) or Marin Software as strong all-in-one options” Grok 4.1 Fast · paraphrase prompt · first choice
“Marin Software's self-serve Connect plan is the most commonly cited balanced fit.” Muse Glimmer 30B · direct prompt · first choice
“Check if the tool integrates well with Shopify/Magento feeds, as traditional search platforms sometimes miss the mark here compared to specialized tools like Marin.” Qwen 3.7 Flash · scale 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.