Zero of twelve models named MGID first on the direct prompt; two named Revcontent. Both were named by all twelve models and both carry 47 labels, so the shares below are directly comparable.
Named in two 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, MGID and Revcontent were named in the same answer 103 times, of the 131 answers naming MGID and the 116 naming Revcontent. In those answers Revcontent took the first choice six times and MGID twenty.
| 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.
“Similar to Revcontent with large international reach but questionable inventory quality” Mistral Small · negative prompt · hard negative
“Requires heavy manual filtering and pre-bid fraud integration to avoid bot traffic.” Kimi K2 · negative prompt · hard negative
“Verdict: Avoid (High Risk)” Qwen 3.7 Flash · negative prompt · hard negative
“Best Overall for Low-Cost Testing: MGID ... most accessible entry point for businesses new to native advertising or working with strict financial caps.” Qwen 3.7 Flash · budget prompt · first choice
“MGID represents the best starting point due to its extremely low minimum spend, competitive CPC rates, and self-serve interface” GLM 4.7 FlashX · budget prompt · first choice
“MGID is the clear winner for limited budgets – multiple sources confirm it's the most accessible entry point” Kimi K2 · 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.
“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.