Two of twelve models named Revcontent first on the direct prompt; zero named Taboola. Both were named by all twelve models and Revcontent carries 47 labels and Taboola 59, so the shares are not directly comparable.
Named in one category this edition.
New York City, United States, founded 2007. 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.
Across every category in the September 2026 Edition, Revcontent and Taboola were named in the same answer 108 times, of the 116 answers naming Revcontent and the 181 naming Taboola. In those answers Taboola took the first choice twenty-two times and Revcontent seventeen.
| 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.
“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
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“Many advertisers report 100% bot traffic with 100% bounce rates ... Rating: 2.7/5 on Trustpilot (rated "Poor")” GLM 4.7 FlashX · negative prompt · hard negative
“Avoid premium platforms (Taboola, Outbrain) until you validate ROAS” Grok 4.1 Fast · budget prompt · hard negative
“Outbrain and Taboola are the largest players, but evaluate whether their audience matches your target (they skew more consumer/publisher-focused)” Claude Haiku 4.5 · paraphrase prompt · soft negative
“Reach: 1.4 billion unique users/month across 10,000+ premium publishers - Strength: Largest content discovery platform by recommendation volume” Mistral Small · comparative prompt · first choice
“Taboola is the largest independent content discovery engine on the web... Unmatched Scale: Taboola offers massive reach” Gemini 3.5 Flash · comparative prompt · first choice
“Taboola and Outbrain are the most widely used... Taboola is the biggest of all the native advertising platforms” Claude Haiku 4.5 · comparative 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.