Eight of fourteen models named Intruder first on the direct prompt; two named CyCognito. Intruder was named by thirteen of the fourteen models and CyCognito by thirteen and Intruder carries 30 labels and CyCognito 43, so the shares are not directly comparable.
Named in six categories 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.
| 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. Three of three in this category shown.
“Intruder is the clear leader with 49% first-choice share... That is the current model-consensus pick for general mid-market suitability.” Muse Glimmer 30B · direct prompt · first choice
“For most mid-sized B2B companies, Intruder.io offers the best balance of affordability, ease of use, and comprehensive coverage.” DeepSeek V4 Flash · paraphrase prompt · first choice
“The highest-rated and most consistently recommended platforms based on my research include Intruder, Wiz, and Aikido Security” DeepSeek V4 Flash · negative 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.