Three of fourteen models named Demio first on the direct prompt; three named Goldcast. Demio was named by eleven of the fourteen models and Goldcast by thirteen and Demio carries 41 labels and Goldcast 27, so the shares are not directly comparable.
Named in one category this edition.
Named in three 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 webinar and virtual event platforms page.
Across every category in the November 2026 Edition, Demio and Goldcast were named in the same answer twenty-six times, of the 113 answers naming Demio and the 83 naming Goldcast. In those answers Goldcast took the first choice two times and Demio seven.
| 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.
“Avoid EasyWebinar, WebinarJam, Demio” GLM 4.7 FlashX · negative prompt · hard negative
“treat Demio/Crowdcast as marketing tools that need formal vendor risk, data residency and retention review rather than turnkey secure event platforms” Muse Glimmer 30B · negative prompt · soft negative
“Demio had isolated reports of locking data upon cancellation” Qwen 3.7 Flash · negative prompt · soft negative
“For most mid-market B2B companies, Demio offers the best balance of B2B-specific features, ease of use, and lead generation capabilities.” MiniMax M2.5 · direct prompt · first choice
“Best for: B2B marketing webinars and lead generation ... Clean, user-friendly experience; engagement data tied directly to leads” DeepSeek V4 Flash · comparative prompt · first choice
“Demio is widely considered the best all-around budget-friendly tool for small businesses because it charges a flat fee” Qwen 3.7 Flash · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“relatively new player in the market, and its pricing is not transparent” Llama 4 Maverick · negative prompt · soft negative
“My default pick would be Goldcast for a mid-sized B2B company” GPT-6 Luna · paraphrase prompt · first choice
“Goldcast — Best Overall for B2B Marketing & Growth” Gemini 3.5 Flash · paraphrase prompt · first choice
“Goldcast – *Best Overall for B2B Marketing Teams*” Gemini 3.5 Flash · direct 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.