Zero of fourteen models named Meta Ads first on the direct prompt; one named Marin Software. Meta Ads was named by twelve of the fourteen models and Marin Software by thirteen and Meta Ads carries 20 labels and Marin Software 31, so the shares are not directly comparable.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in seven 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.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. One of one in this category shown.
“the native platforms like Google Ads and Meta Ads Manager (covering Facebook and Instagram) are often the best starting point” Grok 4.20 · budget 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 frequently criticized for a clunky, outdated UI” Gemini 3.5 Flash · negative prompt · hard negative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 4.20 · 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.