| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| AI visibility and answer engine tracking tools | Marketing | 2% | 17 of 119 | 0% | 2 | under 10 labels · led by Otterly at 20% |
| SEO and content optimization platforms | Marketing | 0% | 113 of 113 | 100% | 3 | under 10 labels · led by Surfer SEO at 25% |
| 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 | 1 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 1 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 1 | 0 | 0 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“The best AI visibility and answer engine tracking tool for a company with a limited budget is SEOptimer, which starts at $29/month” Llama 4 Maverick · AI visibility · budget prompt · first choice
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.
“the 5-year pattern of billing issues warrants using a virtual card and documenting everything” DeepSeek V4 Flash · SEO · negative prompt · soft negative
“Billing concerns: Historical unauthorized post-cancellation charges” Mistral Small · SEO · negative prompt · soft negative
“Historical unauthorized charges, support delays (improved recently).” Grok 4.1 Fast · SEO · negative prompt · soft negative
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