Seven of twelve models named StackAdapt first on the direct prompt; one named Teads. Both were named by all twelve models and StackAdapt carries 40 labels and Teads 70, so the shares are not directly comparable.
Named in nine categories this edition.
By Q28872999, New York City, United States, founded 2005. Named in three 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 native and content advertising 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. Two of two in this category shown.
“Avoid Taboola, Outbrain (now Teads), StackAdapt, and other premium platforms” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid platforms like StackAdapt (~$2,500+/month) initially” MiniMax M2.5 · budget prompt · hard negative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Platforms to Avoid on a Tight Budget: Outbrain... Running ads with less than this often yields poor results.” Gemini 3.5 Flash · budget prompt · hard negative
“Avoid Taboola, Outbrain (now Teads), StackAdapt, and other premium platforms” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid premium platforms (Taboola, Outbrain) until you validate ROAS” Grok 4.1 Fast · budget prompt · hard negative
“I'd recommend starting with Outbrain Engage for both native advertising and content recommendation widgets” Mistral Small · paraphrase prompt · first choice
“If I had to pick one default recommendation for B2B, I’d lean Outbrain for lead-gen/content-driven campaigns” GPT-5.4 mini · paraphrase prompt · first choice
“Teads offers a cleaner, more brand-safe user experience. It provides a full-funnel approach” Gemini 3.5 Flash · comparative 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.