Three of twelve models named Google Ads first on the direct prompt; zero named Adzooma. Google Ads was named by twelve of the twelve models and Adzooma by eight and Google Ads carries 31 labels and Adzooma 12, so the shares are not directly comparable.
By Google Search, United States, founded 1997. Named in seven 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 twelve 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 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 |
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. Five of six in this category shown.
“Walled gardens like Google and Meta still dominate budgets ... But they're closed systems: you see what they want you to see” Llama 4 Maverick · negative prompt · soft negative
“Transparency concerns: Limited visibility into where ads are actually appearing” MiniMax M2.5 · negative prompt · soft negative
“the dominant platform for search intent on Google; ... If you want to reach people actively searching: start with Google Ads” GPT-5.4 mini · comparative prompt · first choice
“### 1. Google Ads (Best for Search) ... Industry standard for search advertising, pay-per-click model fits limited budgets well” MiniMax M2.5 · budget prompt · first choice
“For Maximum Performance: Use Google Ads + LinkedIn natively, powered by Acquisio (search) and Metadata.io (social)” Qwen 3.7 Flash · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“Pricing concerns: Often too expensive relative to its capabilities” GLM 4.7 FlashX · negative prompt · hard negative
“Adzooma (Best Free & Low-Cost Cross-Platform Dashboard)... highly popular because of its generous free tier” Gemini 3.5 Flash · budget prompt · first choice
“I'd recommend Adzooma as the top starting point for PPC and paid social campaign management.” Grok 4.1 Fast · paraphrase prompt · first choice
“Adzooma is the best budget-first option because it has a free-forever tier” Perplexity Sonar · budget prompt · first choice
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.