Three of twelve models named Google Ads first on the direct prompt; zero named WordStream. Google Ads was named by twelve of the twelve models and WordStream by nine and Google Ads carries 31 labels and WordStream 17, so the shares are not directly comparable.
By Google Search, United States, founded 1997. Named in seven categories this edition.
Named in two 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. 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. Six of seven in this category shown.
“WordStream (LocaliQ) — Approach with Extreme Caution ... Deceptive pricing, massive cost escalation, terrible support post-acquisition” Kimi K2 · negative prompt · hard negative
“Avoid percentage-of-spend pricing. Tools like WordStream (now LocaliQ) charge fees that scale with your ad spend” DeepSeek V4 Flash · budget prompt · hard negative
“Not suitable for: Any serious paid search or social media advertising” GLM 4.7 FlashX · negative prompt · hard negative
“WordStream (now part of LocaliQ) stands out as one of the best options for managing both paid search” Grok 4.1 Fast · budget prompt · first choice
“WordStream if you want more guided optimization for both search and social-ad workflows” Perplexity Sonar · budget prompt · first choice
“it remains popular for local businesses and freelancers... Cons: Not suitable for complex campaigns” Qwen 3.7 Flash · comparative 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.