| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Vulnerability management platforms | Security operations | 2% | 9 of 80 | 33% | 12 | criticized challenger |
| Penetration testing as a service | Security operations | 0% | 69 of 76 | 20% | 5 | under 10 labels · led by Cobalt at 44% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 2 | 1 | 3 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 0 | 1 | 2 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 0 | 1 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 1 | 1 | 2 |
| Kimi K2 | 0 | 0 | 0 | 1 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 4 | 0 | 4 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
Verbatim evidence the judge attached to positive labels.
“Choose Nessus if you can afford a commercial tool. It usually gives the best balance of cost, ease of use, and scan quality” GPT-5.4 mini · Vuln management · budget prompt · first choice
“If you only need a simple point-in-time scanner and have a small environment, Nessus Professional can be enough.” GPT-5.4 mini · Vuln management · paraphrase prompt · alternative
“If <20 assets and no IT team, Nessus Essentials.” Grok 4.1 Fast · Vuln management · budget 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.
“Many cheap providers simply run a tool like Nessus or OpenVAS and hand you a PDF report. This is called Vulnerability Scanning, not Penetration Testing.” Qwen 3.7 Flash · PTaaS · budget prompt · hard negative
“Buying a standalone scanner (like *Tenable Nessus Professional* ...) and trying to run an enterprise program with it... Why to avoid” Gemini 3.5 Flash · Vuln management · negative prompt · hard negative
“This is explicitly a point-in-time scanner, not a vulnerability management program. It lacks remediation tracking” Kimi K2 · Vuln management · negative prompt · soft negative
“Budget starter for basic scans (unlimited IPs). Not full management.” Grok 4.1 Fast · Vuln management · paraphrase prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 32 of the 52 answers that named Tenable Nessus and are not a share of its labels.
132 of the 132 domain citations in answers naming Tenable Nessus came from somebody else's page.
Pages are listed as the models cited them.
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