Eleven of fourteen models named Intruder first on the direct prompt; zero named Tenable Attack Surface Management. Intruder was named by fourteen of the fourteen models and Tenable Attack Surface Management by eight and Intruder carries 34 labels and Tenable Attack Surface Management 18, so the shares are not directly comparable.
Named in four 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.
| 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 three in this category shown.
“Basic scanners (e.g., some positioned as EASM like Intruder.io) discover assets but don't validate exploitability, leading to alert fatigue.” Grok 4.1 Fast · negative prompt · soft negative
“the strongest default pick is Intruder because multiple 2026 reviews describe it as best for medium-sized businesses and mid-market organizations” Perplexity Sonar · direct prompt · first choice
“Intruder is likely the best starting point due to its transparent pricing, ease of use, and comprehensive features at a reasonable cost” GLM 4.7 FlashX · direct prompt · first choice
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.
“The EASM component is more limited than dedicated EASM specialists, and works best alongside a dedicated EASM tool rather than instead of one” Claude Haiku 4.5 · negative prompt · soft negative
“the platform can be overly complex ("heavy") and expensive relative to the immediate value provided. It is often viewed as overkill” Qwen 3.7 Flash · direct prompt · soft negative
“Their ASM offering is often viewed as a secondary addition to their core product” Qwen 3.7 Flash · negative prompt · soft negative
“the best value pick is usually Tenable One Attack Surface Management” GPT-5.4 mini · budget prompt · first choice
“Best For: Teams that prefer hard technical data and CVSS scores over abstract "risk scores," particularly for compliance-heavy industries.” Qwen 3.7 Flash · comparative prompt · alternative
“if you want attack surface management as part of a broader exposure management stack” GPT-5.4 mini · direct 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.