| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Attack surface management | Security operations | 0% | 19 of 104 | 20% | 10 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 1 | 1 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 1 | 1 |
| Kimi K2 | 0 | 0 | 1 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“Leads in threat intelligence integration, helping prioritize risks based on real-world attacker behavior.” Mistral Small · ASM · comparative prompt · alternative
“Deep threat intelligence integration and Mandiant's research pedigree.” DeepSeek V4 Flash · ASM · comparative prompt · alternative
“Best for: Organizations wanting threat-intelligence-led ASM” MiniMax M2.5 · ASM · comparative prompt · alternative
“Threat intelligence-led.” Grok 4.1 Fast · 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.
“folded into massive enterprise security suites (like Microsoft Defender, Google Cloud Security, or Check Point Infinity)” Gemini 3.5 Flash · ASM · negative prompt · soft negative
“Vendors like BitSight or Mandiant may have pricing models ($10k-$100k+ annually) that are overkill” Qwen 3.7 Flash · ASM · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 18 of the 21 answers that named Mandiant Attack Surface Management and are not a share of its labels.
Eighty-four of the eighty-four domain citations in answers naming Mandiant Attack Surface Management 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 Mandiant Attack Surface Management'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 Mandiant Attack Surface Management, 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 mandiant.com 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.