One of twelve models named Teads first on the direct prompt; two named Revcontent. Both were named by all twelve models and Teads carries 70 labels and Revcontent 47, so the shares are not directly comparable.
By Q28872999, New York City, United States, founded 2005. Named in three 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 native and content advertising page.
Across every category in the September 2026 Edition, Teads and Revcontent were named in the same answer 110 times, of the 185 answers naming Teads and the 116 naming Revcontent. In those answers Revcontent took the first choice seventeen times and Teads nine.
| 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. 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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Revcontent enforces a hard campaign minimum daily budget of $50 to $100 per day... too steep for a limited-budget test” Gemini 3.5 Flash · budget prompt · hard negative
“Use with extreme caution: Revcontent, MGID, and any mid-tier network without active daily placement management.” Kimi K2 · negative prompt · hard negative
“Major red flags: Known for extremely low-quality traffic, deceptive practices, and poor brand safety controls” Mistral Small · negative prompt · hard negative
“The best native advertising platform for a company with a limited budget is Revcontent or MGID” Llama 4 Maverick · budget prompt · first choice
“the best content recommendation and native ads network would be Taboola or RevContent” Llama 4 Maverick · paraphrase prompt · first choice
“1. Revcontent ⭐ Best Overall for Limited Budgets” Mistral Small · 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.