Two of twelve models named LinkedIn Campaign Manager first on the direct prompt; zero named Adzooma. LinkedIn Campaign Manager was named by ten of the twelve models and Adzooma by eight and LinkedIn Campaign Manager carries 21 labels and Adzooma 12, so the shares are not directly comparable.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in eight 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. Two of two in this category shown.
“~19.9% | 🟠 High” Qwen 3.7 Flash · negative prompt · soft negative
“For B2B Lead Gen & Brand (LinkedIn Campaign Manager): ... LinkedIn remains the highest-quality network for B2B demographic targeting” Qwen 3.7 Flash · paraphrase 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.