Zero of fourteen models named Attaxion first on the direct prompt; two named CyCognito. Attaxion was named by twelve of the fourteen models and CyCognito by thirteen and Attaxion carries 20 labels and CyCognito 43, so the shares are not directly comparable.
Named in one category this edition.
Named in two 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 attack surface management page.
Across every category in the November 2026 Edition, Attaxion and CyCognito were named in the same answer twenty-three times, of the 61 answers naming Attaxion and the 134 naming CyCognito. In those answers CyCognito took the first choice one time and Attaxion five.
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | ||||||
| GPT-5.4 mini | ||||||
| Gemini 3.5 Flash | ||||||
| Perplexity Sonar | ||||||
| Grok 4.20 | ||||||
| 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. Four of five in this category shown.
“Some newer tools (like Attaxion) lack integrations with ticketing systems and messaging platforms” DeepSeek V4 Flash · negative prompt · soft negative
“For a small monthly budget ($100-350), Attaxion offers the best value with automated vulnerability scanning and continuous monitoring” MiniMax M2.5 · budget prompt · first choice
“Best Overall Value: Attaxion ... frequently cited as the best balance of price and performance for SMBs and startups.” Qwen 3.7 Flash · budget prompt · first choice
“Attaxion Starter at $129/mo for up to 40 assets is widely cited as the most affordable full EASM offering” Muse Glimmer 30B · budget prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Users report high false positive rates, slow support, lack of step-by-step remediation guidance, and pricing that's prohibitive for SMBs” DeepSeek V4 Flash · negative prompt · soft negative
“CyCognito can miss assets tied to subsidiaries or recent acquisitions if the connection isn't obvious from public data” Claude Haiku 4.5 · negative prompt · soft negative
“Frequent mentions of false positives... Expensive for SMBs; better for larger enterprises with dedicated teams.” Grok 4.20 · negative prompt · soft negative
“If you have a dedicated security team: Go with CyCognito. It provides the highest level of technical safety net” Qwen 3.7 Flash · paraphrase prompt · first choice
“For most modern enterprises, CyCognito and Microsoft EASM are currently leading the market” Qwen 3.7 Flash · comparative prompt · first choice
“Strong candidates to shortlist would be CyCognito (if you have shadow IT complexity)” DeepSeek V4 Flash · scale prompt · first choice
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.