Three of fourteen models named Demio first on the direct prompt; zero named ON24. Demio was named by eleven of the fourteen models and ON24 by fourteen and Demio carries 41 labels and ON24 42, so the shares are not directly comparable.
Named in one category this edition.
San Francisco, United States, founded 1998. 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 webinar and virtual event platforms page.
Across every category in the November 2026 Edition, Demio and ON24 were named in the same answer forty times, of the 113 answers naming Demio and the 125 naming ON24. In those answers ON24 took the first choice three times and Demio eleven.
| 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. Six of eight in this category shown.
“Enterprise-grade demand gen platform with quote-only pricing — likely overkill (and overpriced) for most mid-sized teams” DeepSeek V4 Flash · paraphrase prompt · hard negative
“Avoid ON24 unless you're a larger enterprise” Kimi K2 · direct prompt · hard negative
“Higher price point, steeper learning curve, and a legacy interface compared to newer platforms like Goldcast.” Gemini 3.5 Flash · direct prompt · soft negative
“For a mid-sized B2B company, ON24 is the strongest overall recommendation” Perplexity Sonar · paraphrase prompt · first choice
“Shortlist ON24 instead if marketing attribution, personalization, and always-on content conversion justify a higher-priced enterprise platform.” Perplexity Sonar · direct prompt · alternative
“ON24 is the better "grow into it" option—but it's typically more of an enterprise purchase and can be overkill for some mid-sized teams” GPT-5.4 mini · 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.