Nine of fourteen models named Bizzabo first on the direct prompt; zero named Zoho Backstage. Bizzabo was named by fourteen of the fourteen models and Zoho Backstage by six and Bizzabo carries 50 labels and Zoho Backstage 10, so the shares are not directly comparable.
Named in three 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 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 event management platforms page.
| 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 seven in this category shown.
“Skip legacy enterprise platforms like Cvent or Bizzabo unless you're running large-scale events” DeepSeek V4 Flash · budget prompt · hard negative
“Avoid enterprise platforms such as Cvent, Bizzabo, or Swoogo” Perplexity Sonar · budget prompt · hard negative
“Mixed feedback on complexity for non-enterprise users; some report integration hiccups or higher costs” Grok 4.20 · negative prompt · soft negative
“Bizzabo is specifically designed for mid-market and enterprise B2B companies... a strong fit for companies running multiple in-person events per year.” Mistral Small · paraphrase prompt · first choice
“Bizzabo is described as the strongest choice for connecting registration, onsite engagement, integrations, and ROI analytics in one platform.” Muse Glimmer 30B · comparative prompt · first choice
“Choose Cvent or Bizzabo if you are an enterprise team needing CRM integrations, RFP sourcing, and advanced onsite execution.” Gemini 3.5 Flash · comparative 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.
“or Zoho Backstage's free tier if you need more features (up to 100 attendees)” Kimi K2 · budget prompt · first choice
“upgrade to Zoho Backstage's free tier — You get unlimited events with up to 100 attendees per event at no cost” DeepSeek V4 Flash · budget prompt · alternative
“Budget/Simplicity: Eventbrite or Zoho Backstage for quick setup without high costs.” Grok 4.20 · comparative 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.