| Category | Vertical | First choices | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Webinar and virtual event platforms | Marketing | 0% | 41 of 41 | 67% | 6 | under 10 labels · led by Goldcast at 41% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Opus 5 | 0 | 0 | 0 | 1 | 1 |
| Claude Opus 4.8 | 0 | 1 | 0 | 1 | 2 |
| GPT-6 Astra | 0 | 0 | 1 | 1 | 2 |
| GPT-5.6 Sol | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.1 Pro | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar Pro | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“WebinarJam is best for selling during webinars with built-in CTAs” 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.
“This is the platform that draws the most consistent criticism. Reviewers repeatedly flag reliability problems and unexpected costs.” Claude Opus 4.8 · Webinars · negative prompt · hard negative
“some users report pricing is expensive and refund policies are strict ... annual plans are effectively non-refundable after day 30” Claude Opus 5 · Webinars · negative prompt · soft negative
“User feedback includes recurring concerns about reliability and support, although overall reviews remain positive.” GPT-5.6 Sol · Webinars · negative prompt · soft negative
“Avoid using simulated engagement as though it were real.” GPT-6 Astra · Webinars · negative 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 WebinarJam, 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.