Zero of twelve models named Adzooma first on the direct prompt; zero named Meta Ads. Adzooma was named by eight of the twelve models and Meta Ads by eleven and Adzooma carries 12 labels and Meta Ads 20, so the shares are not directly comparable.
Named in one category this edition.
By Meta Platforms, Menlo Park, United States, founded 2004. Named in six categories 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Walled gardens like Google and Meta ... they may have limitations in terms of transparency and control.” Llama 4 Maverick · negative prompt · soft negative
“Start with native platforms: Meta Ads Manager and Google Ads Smart Campaigns are free and sufficient for most small businesses” GLM 4.7 FlashX · 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.