| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Attack surface management | Security operations | 0% | 104 of 104 | 56% | 32 | criticized challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 1 | 1 | 0 | 0 | 2 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 5 | 5 |
| Perplexity Sonar | 0 | 0 | 1 | 1 | 2 |
| Grok 4.1 Fast | 1 | 1 | 0 | 1 | 3 |
| Mistral Small | 0 | 1 | 0 | 2 | 3 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 3 | 4 |
| Llama 4 Maverick | 0 | 0 | 2 | 1 | 3 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 1 | 2 | 3 |
| GLM 4.7 FlashX | 0 | 0 | 2 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 0 | 3 | 4 |
Verbatim evidence the judge attached to positive labels.
“Choose Palo Alto Cortex Xpanse if you want best-in-class external discovery” GPT-5.4 mini · ASM · comparative prompt · first choice
“Leader in Forrester Wave (top score in strategy, vision, innovation, roadmap).” Grok 4.1 Fast · ASM · comparative prompt · first choice
“Scales massively for external attack surface management (EASM), especially suited for Palo Alto customers.” Mistral Small · ASM · comparative prompt · alternative
“Internet-scale asset discovery and excellent attribution of assets back to business owners.” DeepSeek V4 Flash · ASM · comparative prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“skip the heavyweight, six-figure enterprise suites (like *Palo Alto Cortex Xpanse*, which is designed for massive SOCs with budgets to match)” Gemini 3.5 Flash · ASM · scale prompt · hard negative
“Palo Alto Cortex Xpanse & Censys ASM: ... often priced out of reach for mid-market budgets and can create "alert fatigue" for a small team.” Gemini 3.5 Flash · ASM · direct prompt · hard negative
“Avoid enterprise-focused platforms like Cortex Xpanse or CyCognito” Kimi K2 · ASM · direct prompt · hard negative
“require $50,000+/year – these are not suitable for limited budgets” MiniMax M2.5 · ASM · budget prompt · hard negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 81 of the 95 answers that named Cortex Xpanse and are not a share of its labels.
391 of the 391 domain citations in answers naming Cortex Xpanse came from somebody else's page.
Pages are listed as the models cited them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when Cortex Xpanse's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as Cortex Xpanse, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at cortex.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.