Two of fourteen models named CyCognito first on the direct prompt; zero named CrowdStrike Falcon Surface. CyCognito was named by fourteen of the fourteen models and CrowdStrike Falcon Surface by eight and CyCognito carries 39 labels and CrowdStrike Falcon Surface 14, so the shares are not directly comparable.
Named in two categories this edition.
Named in one category 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 October 2026 Edition, CyCognito and CrowdStrike Falcon Surface were named in the same answer thirty times, of the 106 answers naming CyCognito and the 42 naming CrowdStrike Falcon Surface. In those answers CrowdStrike Falcon Surface took the first choice one time and CyCognito two.
| 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. Six of eight in this category shown.
“Also flagged as a criticized challenger (39% negative labels)” Mistral Small · negative prompt · hard negative
“Strong for automated discovery, but the search results point more toward complex environments than a typical mid-market default.” Perplexity Sonar · direct prompt · soft negative
“you do not need to pay for five-figure, enterprise-grade platforms like Palo Alto Cortex Xpanse or CyCognito” Gemini 3.5 Flash · budget prompt · soft negative
“Validation separates the best. Platforms like CyCognito and Synack actively test whether exposures are truly exploitable” DeepSeek V4 Flash · comparative prompt · first choice
“I'd suggest starting evaluations with CyCognito (if you want comprehensive discovery and have the budget)” MiniMax M2.5 · direct prompt · first choice
“Highly praised for autonomous discovery... Leaders like CyCognito stand out for validation beyond detection” Grok 4.1 Fast · comparative prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“note that these can be highly enterprise-focused and expensive if bought as standalone products” Gemini 3.5 Flash · scale prompt · soft negative
“forcing your ASM into the Palo Alto or CrowdStrike console may create blind spots” Qwen 3.7 Flash · negative prompt · soft negative
“CyCognito, CrowdStrike Falcon Surface, and Microsoft Defender EASM are strong starting points” DeepSeek V4 Flash · scale prompt · first choice
“Best For: Maturity-driven programs that want to know not just what is exposed, but what is currently being attacked.” Qwen 3.7 Flash · comparative prompt · alternative
“If you already use Falcon for endpoint security (EDR), Falcon Surface provides a great outside-in view” Gemini 3.5 Flash · paraphrase 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.