| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Webinar and virtual event platforms | Marketing | 0% | 70 of 71 | 100% | 3 | under 10 labels · led by Livestorm at 23% |
| PR and media monitoring | Marketing | 0% | 33 of 65 | 0% | 2 | under 10 labels · led by Muck Rack at 24% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 1 | 1 |
| Mistral Small | 0 | 0 | 1 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 1 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 1 | 2 |
Verbatim evidence the judge attached to positive labels.
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.
“Platforms with highest failure rates during peak load events: Demio, BrightTALK, Notified” GLM 4.7 FlashX · Webinars · negative prompt · soft negative
“Notified – Similar issues with reliability under load” MiniMax M2.5 · Webinars · negative prompt · soft negative
“Notified (high failure rates during peaks)” Grok 4.1 Fast · Webinars · negative prompt · soft negative
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