Ten of twelve models named StackAdapt first on the direct prompt; zero named Demandbase. StackAdapt was named by twelve of the twelve models and Demandbase by nine and StackAdapt carries 54 labels and Demandbase 17, so the shares are not directly comparable.
Named in nine categories this edition.
San Francisco, United States, founded 2006. Named in eighteen 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 programmatic and display advertising 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 five in this category shown.
“Why avoid: If CTV represents over 40% of planned spend, these platforms should be eliminated” GLM 4.7 FlashX · negative prompt · hard negative
“StackAdapt if CTV is a major share of your budget, you need access to major walled gardens” Perplexity Sonar · negative prompt · soft negative
“I'd choose StackAdapt for most companies with a limited budget because it is the most consistently recommended *low-to-mid budget* platform” Perplexity Sonar · budget prompt · first choice
“Highly regarded for its intuitive UI, excellent customer support, absence of heavy minimum spends, and robust AI-driven optimizations” Gemini 3.5 Flash · scale prompt · first choice
“StackAdapt is a standout here. It requires no ad-ops specialist... For B2B / ABM campaigns: Start with StackAdapt.” Qwen 3.7 Flash · scale prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. One of one in this category shown.
“Platforms to Avoid for Mid-Market B2B ... Demandbase/6sense: Enterprise pricing ($50K+/year minimum)” Mistral Small · direct prompt · hard negative
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.