Two of fourteen models named Vicarius vRx first on the direct prompt; zero named Tenable Nessus. Vicarius vRx was named by eight of the fourteen models and Tenable Nessus by eleven and Vicarius vRx carries 11 labels and Tenable Nessus 23, so the shares are not directly comparable.
Named in one category this edition.
Named in four categories this edition.
Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the vulnerability management platforms page.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.1 Fast | ||||||
| Mistral Small | ||||||
| DeepSeek V4 Flash | ||||||
| Llama 4 Maverick | ||||||
| Qwen 3.7 Flash | ||||||
| Kimi K2 | ||||||
| GLM 4.7 FlashX | ||||||
| MiniMax M2.5 | ||||||
| GPT-6 Luna | ||||||
| Muse Glimmer 30B |
Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“vRx is highly regarded in the mid-market space. It uses a single agent to perform vulnerability scanning, risk prioritization, and automated patching” Gemini 3.5 Flash · direct prompt · first choice
“For most mid-market B2B companies, Rapid7 InsightVM or Vicarius vRx are the strongest overall picks.” DeepSeek V4 Flash · direct prompt · first choice
“described as the strongest fit because of its patchless protection and lower operational overhead” Perplexity Sonar · direct prompt · alternative
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of six in this category shown.
“Avoid trying to scrape out a "Free" version of Nessus; Tenable discontinued its unlimited community scanner” Qwen 3.7 Flash · budget prompt · hard negative
“Avoid Standalone "Point-in-Time" Scanners for Enterprise VM ... Why to avoid them for enterprise VM” Gemini 3.5 Flash · negative prompt · hard negative
“scanners like older Nessus/OpenVAS versions criticized for inaccurate Windows scans or signature mismatches” Grok 4.1 Fast · negative prompt · soft negative
“the best starting point is Nessus Essentials (free) + a free vulnerability feed for on‑prem scanning” GLM 4.7 FlashX · budget prompt · first choice
“I'd recommend Tenable Nessus Professional as the starting point” Grok 4.1 Fast · paraphrase prompt · first choice
“useful for getting started with proven scanning technology, with the limitation of scan limits and lack of centralized reporting” Muse Glimmer 30B · budget prompt · alternative
Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.