Three of twelve models named Google Ads first on the direct prompt; two named LinkedIn Campaign Manager. Google Ads was named by twelve of the twelve models and LinkedIn Campaign Manager by ten and Google Ads carries 31 labels and LinkedIn Campaign Manager 21, so the shares are not directly comparable.
By Google Search, United States, founded 1997. Named in seven categories this edition.
By LinkedIn, Sunnyvale, United States, founded 2002. Named in eight 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.
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. 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
Comparisons are drawn for the top three products in each category. The output is the models' output; nothing here is a recommendation by the index.