Zero of fourteen models named Revcontent first on the direct prompt; zero named Taboola. Both were named by all fourteen models and Revcontent carries 40 labels and Taboola 61, so the shares are not directly comparable.
Named in three categories this edition.
New York City, United States, founded 2007. Named in five categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen 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 October 2026 Edition, Revcontent and Taboola were named in the same answer ninety-six times, of the 110 answers naming Revcontent and the 186 naming Taboola. In those answers Taboola took the first choice nineteen times and Revcontent twenty-four.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
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 seven in this category shown.
“Red flags: Reports of 100% bot traffic with 100% bounce rates... Verdict: Proceed with extreme caution” Kimi K2 · negative prompt · hard negative
“Declining traffic quality — reviewers note it's "a shadow of its former self"” DeepSeek V4 Flash · negative prompt · hard negative
“While major platforms like Taboola, Outbrain, MGID, and Revcontent dominate the space, specific experiences vary significantly” MiniMax M2.5 · negative prompt · soft negative
“If your budget is truly limited, RevContent is often the best starting point because it explicitly says it has no minimum spending requirements” GPT-5.4 mini · budget prompt · first choice
“If you want the single best pick, I'd choose Revcontent for most small budgets because it is described as having no minimum spend” Perplexity Sonar · budget prompt · first choice
“Revcontent is the best balance of real publisher inventory and low barrier to test for most small budgets.” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Avoid the "big two" (Taboola/Outbrain)” Kimi K2 · budget prompt · hard negative
“Taboola served 61.1% of all problematic native ads analyzed ... While Taboola is safe for massive brands with strict compliance teams, if you are a smaller advertiser, you risk your brand” GLM 4.7 FlashX · negative prompt · soft negative
“"Best all-round reach: Taboola, through its Realize platform—450 billion recommendations a month, and the deepest, most liquid auction on the open web."” Muse Glimmer 30B · comparative prompt · first choice
“Best for: Massive reach, brand awareness, large-scale campaigns ... Deepest liquidity in the open web, massive scale” Kimi K2 · comparative prompt · first choice
“The undisputed leader in sheer volume and liquidity... If your goal is volume, start with Taboola or Teads.” Qwen 3.7 Flash · 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.