Privileged access management for enterprise buyers
Asked as “privileged access management platform”, and as “PAM tool”, on behalf of an enterprise B2B company. 38 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
66%
Clear leader
66CyberArk Privileged Access Manager16Delinea Secret Server05Securden Unified PAM13others
66% of first choices, clear leader.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Delinea Secret Server vs ManageEngine PAM360Delinea Secret Server vs Securden Unified PAMDelinea Secret Server vs KeeperPAM
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.All twenty-one head-to-head pages: the top seven products, each against each
Delinea Secret Server vs TeleportDelinea Secret Server vs BeyondTrustDelinea Secret Server vs miniOrange PAMManageEngine PAM360 vs Securden Unified PAMManageEngine PAM360 vs KeeperPAMManageEngine PAM360 vs TeleportManageEngine PAM360 vs BeyondTrustManageEngine PAM360 vs miniOrange PAMSecurden Unified PAM vs KeeperPAMSecurden Unified PAM vs TeleportSecurden Unified PAM vs BeyondTrustSecurden Unified PAM vs miniOrange PAMKeeperPAM vs TeleportKeeperPAM vs BeyondTrustKeeperPAM vs miniOrange PAMTeleport vs BeyondTrustTeleport vs miniOrange PAMBeyondTrust vs miniOrange PAM
One product takes 66% of first choices here, so the chart would put seven markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Four products carry a negative rate above 25% in this category.
What they warned about
Eight of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Llama 4 Maverick and GLM 4.7 FlashX changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
CyberArk Privileged Access Manager25%
15 of 59 labels negative · 9 of 12 models · 2 hard negative
“Platforms to Avoid for Predictable Costs | CyberArk | $1,800–$12,000 per user/year; modular pricing” Kimi K2, budget prompt
BeyondTrust17%
9 of 52 labels negative · 7 of 12 models · 3 hard negative
“High Caution: Major Vendors with Recent Serious Security Incidents ... BeyondTrust ... December 2024 nation-state breach” Kimi K2, negative prompt
Delinea Secret Server15%
8 of 52 labels negative · 6 of 12 models · 2 hard negative
“September 2026 disclosure of two unauthenticated critical vulnerabilities (CVE-2026-15638, CVE-2026-15640) in Secret Server” Kimi K2, negative prompt
ManageEngine PAM36040%
6 of 15 labels negative · 5 of 12 models · 4 hard negative
“frequently cited in reviews for scalability limits in large deployments (e.g., session bottlenecks, high resource usage)” Grok 4.20, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 969 links across 227 sites, every framing counted. Ranked by the number of answers carrying the site or page.
37 answers · 63 citations · 12 models
vendor site · Netwrix33 answers · 36 citations · 11 models
29 answers · 29 citations · 9 models
23 answers · 29 citations · 10 models
vendor site · Delinea21 answers · 42 citations · 8 models
vendor site · Heimdal Security21 answers · 24 citations · 10 models
20 answers · 25 citations · 8 models
vendor site · One Identity17 answers · 21 citations · 9 models
17 answers · 17 citations · 7 models
vendor site · Zluri14 answers · 15 citations · 8 models
13 answers · 24 citations · 6 models
13 answers · 13 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 11 models
28 answers · 10 models
27 answers · 9 models
20 answers · 10 models
18 answers · 8 models
17 answers · 9 models
17 answers · 7 models
16 answers · 9 models
16 answers · 8 models
13 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best privileged access management platform”, “privileged access management platform”, “privileged access management platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| CyberArk paloaltonetworks.com CyberArk Privileged Access Manager 66% | 66% | 158 | 22,200 | 1,253 | 951,391 | $383 | 106 | 2 |
| Delinea delinea.com Delinea Secret Server 16% | 16% | 197 | 6,600 | 218 | 85,859 company | $78 | 91 | 5 |
| Securden securden.com Securden Unified PAM 5% | 5% | 50 | 20 | 0 | 5,748 company | $982 | 19 | 7 |
| One Identity oneidentity.com One Identity Safeguard 3% | 3% | 61 | 1,600 | 405 | 40,708 company | 0 | ||
| Idira | 3% | |||||||
| KeeperPAM keeper.io | 3% | 110 | 170 | 1 | 144,125 | |||
| Dashlane Thycotic | 3% | |||||||
| ManageEngine parent site ManageEngine PAM360 3% | 3% | 128 | 8,100 | 675 | ||||
| BeyondTrust beyondtrust.com | 0% | 159 | 6,600 | 377 | 91,200 | $1,820 | 120 | 6 |
| WALLIX Bastion wallix.com | 0% | 26 | 2,275 | 8 |
Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (delinea.com, gartner.com). The first result for “best privileged access management platform” is gartner.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best privileged access management platform for an enterprise B2B company?”Paraphrase“Which PAM tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade privileged access management platforms and how do they differ?”Budget-constrained“What is the best privileged access management platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a privileged access management platform. What should we look at?”Negative“Which privileged access management platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceCyberArk Privileged Access ManagerChangedCyberArk Privileged Access ManagerDelinea Secret Server, Securden Unified PAMagainst: CyberArk Privileged Access Managerno first choicenothing named
Three alternatives
BeyondTrust, Delinea Secret Server, One Identity SafeguardFour alternatives
BeyondTrust, Delinea Secret Server, Netwrix Privilege Secure, One Identity SafeguardOne alternative
StrongDMGPT-5.4 miniCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Manageragainst: Microsoft Entra Privileged Identity ManagementDelinea Secret Serveragainst: BeyondTrustno first choicenothing named
Two alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, Delinea Secret Server, Microsoft Entra Privileged Identity ManagementTwo alternatives
BeyondTrust, Delinea Secret ServerGemini 3.5 FlashIdiraCyberArk Privileged Access ManagerChangedIdiraManageEngine PAM360against: CyberArk Privileged Access Manager, KeeperPAMno first choiceagainst: CyberArk Privileged Access Manageragainst: CyberArk Privileged Access Manager, Delinea Secret Server, Devolutions Server, Doppler, HashiCorp Vault, Infisical, KeeperPAM, ManageEngine PAM360, Securden Unified PAM, Symantec Privileged Access Manager
Four alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, SaviyntThree alternatives
BeyondTrust, Delinea Secret Server, KeeperPAMFour alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, SaviyntTwo alternatives
Devolutions Server, JumpServerFour alternatives
BeyondTrust, Delinea Secret Server, StrongDM, TeleportPerplexity SonarCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerSecurden Unified PAMagainst: CyberArk Privileged Access Managerno first choiceagainst: ARCON PAM, Admin By Request, Devolutions Server, HashiCorp Vault, Heimdal Privileged Access Management, KeeperPAM, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, Okta Privileged Access, Ping Identity, Securden Unified PAM, Teleport, ThreatLocker, WALLIX Bastion
Four alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, WALLIX BastionThree alternatives
BeyondTrust, JumpCloud, SaviyntSeven alternatives
BeyondTrust, Delinea Secret Server, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, One Identity Safeguard, Saviynt, WALLIX BastionOne alternative
JumpServerGrok 4.20CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerDelinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access ManagerCyberArk Privileged Access Manageragainst: ARCON PAM, HashiCorp Vault, Hitachi ID Systems, ManageEngine PAM360, Netwrix Privilege Secure, Okta Privileged Access, One Identity Safeguard, Symantec Privileged Access Manager
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, Delinea Secret Server, One Identity SafeguardTwo alternatives
ManageEngine PAM360, StrongDMThree alternatives
BeyondTrust, Delinea Secret Server, HashiCorp VaultMistral SmallCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerCyberArk Privileged Access Manageragainst: BeyondTrust, Delinea Secret Serverno first choiceagainst: ARCON PAM, CyberArk Privileged Access Manager, Delinea Secret Server, Symantec Privileged Access Manager
Two alternatives
BeyondTrust, Delinea Secret ServerFour alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, WALLIX BastionDeepSeek V4 FlashCyberArk Privileged Access Manageragainst: KeeperPAMCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Manageragainst: HashiCorp Vault, SaviyntDelinea Secret Serveragainst: CyberArk Privileged Access Manager, ManageEngine PAM360, Teleportno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, Hitachi ID Systems, ManageEngine PAM360, OpenBastion, Teleport
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, Delinea Secret Server, One Identity SafeguardOne alternative
KeeperPAMLlama 4 Maverickno first choiceCyberArk Privileged Access ManagerChangedCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerCyberArk Privileged Access Managernothing named
Four alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, WALLIX BastionTwo alternatives
ManageEngine PAM360, SafeguardThree alternatives
BeyondTrust, Delinea Secret Server, TeleportQwen 3.7 FlashCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerKeeperPAMagainst: CyberArk Privileged Access ManagerDashlane Thycoticagainst: CyberArk Privileged Access Manageragainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360, Microsoft Entra Privileged Identity Management
Three alternatives
BeyondTrust, HashiCorp Vault, Microsoft Entra IDTwo alternatives
Delinea Secret Server, Microsoft Entra Privileged Identity ManagementFive alternatives
BeyondTrust, Delinea Secret Server, Microsoft, One Identity Safeguard, WALLIX BastionTwo alternatives
Delinea Secret Server, StrongDMTwo alternatives
BeyondTrust, Microsoft Entra Privileged Identity ManagementKimi K2CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldagainst: Delinea Secret ServerCyberArk Privileged Access ManagerDelinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vaultno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault
Two alternatives
BeyondTrust, Delinea Secret ServerOne alternative
BeyondTrustFour alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Vault, StrongDMTwo alternatives
ManageEngine PAM360, StrongDMGLM 4.7 FlashXCyberArk Privileged Access Manager, One Identity SafeguardCyberArk Privileged Access ManagerChangedCyberArk Privileged Access ManagerDelinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access Managerno first choiceagainst: BeyondTrust, Delinea Secret Server, Fortra Core Privileged Access Manager, Heimdal Security, KeeperPAM, One Identity SecretServer, Securden Unified PAM
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerFour alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, WALLIX BastionThree alternatives
JumpCloud, KeeperPAM, Okta Privileged AccessMiniMax M2.5CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Managerno first choiceno first choicenothing named
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
ManageEngine PAM360, SafeguardThree alternatives
BeyondTrust, Delinea Secret Server, SaviyntBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Seventy-two rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:24 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:13 | yes | 5 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:22 | yes | 15 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:57 | yes | 20 | 6 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 09:46 | yes | 34 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:35 | yes | 10 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:02 | yes | 10 | 11 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:08 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:12 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:59 | yes | 10 | 36 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 11:54 | yes | 16 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:04 | yes | 10 | 34 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:54 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:31 | yes | 5 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:45 | yes | 11 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:17 | yes | 16 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:19 | yes | 19 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:10 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 11:50 | yes | 8 | 14 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:25 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:15 | yes | 5 | 15 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 11:22 | yes | 10 | 29 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:15 | yes | 23 | 30 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:12 | yes | 5 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:11 | yes | 14 | 19 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:53 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:48 | yes | 26 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 14:06 | yes | 20 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 13:43 | yes | 26 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 09:22 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:52 | yes | 16 | 29 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:59 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:33 | yes | 5 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:44 | yes | 9 | 34 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:49 | yes | 15 | 60 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:56 | yes | 25 | 54 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:00 | yes | 17 | 14 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:57 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:45 | yes | 16 | 36 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:44 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 12:26 | yes | 40 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:59 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:45 | yes | 26 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:44 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:08 | yes | 10 | 79 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:01 | yes | 23 | 45 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:00 | yes | 22 | 88 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:51 | yes | 18 | 91 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:36 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:53 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:57 | yes | 11 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 10:18 | yes | 20 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:27 | yes | 16 | 13 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:32 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:38 | yes | 29 | 25 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:14 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:52 | no | 0 | 44 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:49 | yes | 24 | 53 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:15 | yes | 15 | 55 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:27 | no | 0 | 65 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:27 | yes | 16 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:35 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:06 | yes | 13 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:01 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 11:54 | yes | 25 | 14 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:18 | yes | 15 | 11 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:32 | yes | 30 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:57 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:22 | yes | 20 | 74 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:16 | yes | 29 | 52 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:33 | yes | 24 | 333 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:09 | no | 0 | 11 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
ARCON read as ARCON PAM
Broadcom (Symantec PAM) read as Symantec Privileged Access Manager
CyberArk read as CyberArk Privileged Access Manager
Delinea read as Delinea Secret Server
Delinea (Privilege Cloud / Privilege Manager) read as Delinea Secret Server
Delinea (Secret Server / Centrify) read as Delinea Secret Server
Delinea (Secret Server) read as Delinea Secret Server
Delinea (formerly Thycotic + Centrify) read as Delinea Secret Server
Delinea (formerly Thycotic Cyber) read as Delinea Secret Server
Delinea (formerly Thycotic) read as Delinea Secret Server
Delinea (with StrongDM) read as Delinea Secret Server
Devolutions read as Devolutions Server
Heimdal read as Heimdal Privileged Access Management
Keeper Business read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
Keeper Security Enterprise read as KeeperPAM
Netwrix read as Netwrix Privilege Secure
Okta read as Okta Privileged Access
Okta Essentials Suite read as Okta Privileged Access
One Identity read as One Identity Safeguard
One Identity (Safeguard) read as One Identity Safeguard
Securden read as Securden Unified PAM
WALLIX read as WALLIX Bastion
Wallix read as WALLIX Bastion
Unresolved, counted raw
Dashlane Thycotic
Microsoft Privileged Access Workstation (PAW)
One Identity SecretServer
OpenBastion
SailPoint Privileged Access Management
Discontinued, still offered
No shut-down product was recommended here.