Zero of fourteen models named Revcontent first on the direct prompt; zero named MGID. Both were named by all fourteen models and Revcontent carries 40 labels and MGID 46, so the shares are not directly comparable.
Named in three categories this edition.
Named in two 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 MGID were named in the same answer eighty-seven times, of the 110 answers naming Revcontent and the 112 naming MGID. In those answers MGID took the first choice twelve times and Revcontent twelve.
| 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 | ||||||
| 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. Six of eight in this category shown.
“What I'd Avoid or Use with Caution - MGID – Heavy entertainment/clickbait inventory” DeepSeek V4 Flash · paraphrase prompt · hard negative
“High-volume, low-CPC affiliate-style networks such as MGID and RichAds: ... they can need substantial filtering to avoid invalid traffic and low-quality placements.” Perplexity Sonar · negative prompt · soft negative
“Many advertisers limit MGID, Revcontent and similar performance networks to direct-response use cases with strict creative compliance” Muse Glimmer 30B · negative prompt · soft negative
“For the tightest budget, MGID appears to be the best starting point due to its lower CPCs and accessibility for beginners.” MiniMax M2.5 · budget prompt · first choice
“The Overall Best Choice: MGID ... most accessible and cost-effective native ad network for small businesses” Gemini 3.5 Flash · budget prompt · first choice
“MGID stands out as the best native advertising platform for companies with a limited budget.” Grok 4.1 Fast · 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.