| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Identity governance | Identity and access | 2% | 22 of 77 | 40% | 5 | under 10 labels · led by Lumos at 20% |
| Privileged access management | Identity and access | 0% | 74 of 74 | 63% | 51 | criticized challenger |
| Secrets management | Identity and access | 0% | 15 of 40 | 14% | 7 | under 10 labels · led by Doppler at 33% |
| Business password managers | Identity and access | 0% | 19 of 35 | 0% | 1 | under 10 labels · led by Bitwarden at 49% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 3 | 3 | 6 |
| GPT-5.4 mini | 1 | 2 | 0 | 2 | 5 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 5 | 5 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 2 | 0 | 1 | 5 | 8 |
| Mistral Small | 1 | 0 | 3 | 2 | 6 |
| DeepSeek V4 Flash | 1 | 0 | 1 | 5 | 7 |
| Llama 4 Maverick | 1 | 0 | 3 | 1 | 5 |
| Qwen 3.7 Flash | 1 | 1 | 0 | 4 | 6 |
| Kimi K2 | 1 | 1 | 2 | 4 | 8 |
| GLM 4.7 FlashX | 0 | 1 | 0 | 1 | 2 |
| MiniMax M2.5 | 1 | 1 | 0 | 3 | 5 |
Verbatim evidence the judge attached to positive labels.
“Frequently ranked the enterprise benchmark; strong on vaulting, session control, and broad identity-security depth.” Perplexity Sonar · PAM · comparative prompt · first choice
“like CyberArk, are considered the market leader with the deepest privileged access controls and broadest coverage” Llama 4 Maverick · PAM · comparative prompt · first choice
“Choose CyberArk if you want the most established enterprise PAM program and deep vault/session controls.” GPT-5.4 mini · PAM · comparative prompt · first choice
“Choose CyberArk for largest, most regulated environments needing maximum depth and security posture” DeepSeek V4 Flash · PAM · comparative prompt · first choice
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.
“What to Avoid ... CyberArk | Highest cost, requires dedicated PAM team, lengthy implementation” Kimi K2 · PAM · paraphrase prompt · hard negative
“avoid CyberArk and look for modern, SaaS-first, low-overhead tools” Gemini 3.5 Flash · PAM · negative prompt · hard negative
“Unlike large enterprises that can afford the high cost and massive operational overhead of legacy giants like CyberArk, mid-market companies require fast time-to-value, lower total cost of ownership” Gemini 3.5 Flash · PAM · direct prompt · soft negative
“Caveat: High implementation costs and requires significant maintenance resources. You might find yourself under-utilizing features if your headcount is under 500.” Qwen 3.7 Flash · PAM · paraphrase 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 142 of the 180 answers that named CyberArk and are not a share of its labels.
443 of the 443 domain citations in answers naming CyberArk 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 CyberArk'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 CyberArk, 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 cyberark.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.