Zero of fourteen models named MGID first on the direct prompt; zero named Dianomi. MGID was named by fourteen of the fourteen models and Dianomi by nine and MGID carries 43 labels and Dianomi 14, so the shares are not directly comparable.
Named in three categories this edition.
London, founded 2003. Named in one category 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 November 2026 Edition, MGID and Dianomi were named in the same answer eleven times, of the 130 answers naming MGID and the 24 naming Dianomi. In those answers Dianomi took the first choice two times and MGID zero.
| 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 eight in this category shown.
“Frequently cited as an arbitrage platform with low-quality publisher mix.” GLM 4.7 FlashX · negative prompt · hard negative
“These smaller networks carry elevated invalid traffic baselines” Kimi K2 · negative prompt · hard negative
“appear in "top lists" but have scattered complaints about traffic quality or stricter policies—treat them as mid-tier with due diligence” Grok 4.20 · negative prompt · soft negative
“MGID stands out as the best native advertising platform for companies with a limited budget.” Grok 4.20 · budget prompt · first choice
“MGID is likely the best starting point for a company with a limited budget.” Perplexity Sonar · budget prompt · first choice
“or MGID for a mainstream self-serve native network with a $100 minimum deposit” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“I'd start with Dianomi if your B2B buyers are executives, finance professionals, or IT decision-makers.” GPT-6 Luna · paraphrase prompt · first choice
“Test Dianomi if your buyers are C-suite/finance executives reading tier-1 publications.” Gemini 3.5 Flash · direct prompt · alternative
“with Dianomi as a specialist test if the audience is concentrated in finance” Perplexity Sonar · paraphrase prompt · alternative
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.