| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Webinar and virtual event platforms | Marketing | 0% | 24 of 41 | 33% | 6 | under 10 labels · led by Goldcast at 41% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 2 | 2 |
| Claude Opus 4.8 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Astra | 0 | 0 | 1 | 0 | 1 |
| GPT-5.6 Sol | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.1 Pro | 0 | 2 | 0 | 0 | 2 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Excellent if you want immersive, 3D, high-engagement visual environments” Gemini 3.1 Pro · Webinars · scale prompt · alternative
“It is the go-to platform for virtual career fairs and trade shows.” Gemini 3.1 Pro · Webinars · comparative prompt · alternative
“vFairs leads for virtual trade shows and job fairs” Claude Opus 4.8 · Webinars · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“common for platforms like Hopin, vFairs, and Bizzabo ... Skip these tiers” Claude Opus 5 · Webinars · budget prompt · hard negative
“a good fit for career fairs, though costs are high and some users report a challenging learning curve” Claude Opus 5 · Webinars · comparative prompt · soft negative
Claiming is free and changes nothing in the data. A claimed page gets a verified contact who is told when each edition publishes; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as vFairs, applied by version and listed in the change log; and a logo and one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or quadrants, any preview, or any say over which quotes appear. Sponsorship is separate: a sponsor funds categories or buyer dimensions and is named on what it funded, and the rules are the same for every sponsor.