Privileged access management for enterprise buyers
Asked as “privileged access management platform”, and as “PAM tool”, on behalf of an enterprise B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
56%
Clear leader
56CyberArk Privileged Access Manager12ManageEngine PAM36010BeyondTrust21others
56% of first choices, clear leader.
Since September 2026▼−9Since September 2026: 66% → 57%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.CyberArk Privileged Access Manager held the lead, −9 points on 66%, inside the 11-point floor.
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.
Small business
ManageEngine PAM36033%Contested↗new leaderNew leader since September 2026: ManageEngine PAM360 (29%) replaces KeeperPAM (27% then, 27% now), 2 points clear, inside the 11-point floor.Standing →Mid-market
Delinea Secret Server37%Contested▲+6Since September 2026: 30% → 35%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
CyberArk Privileged Access Manager56%Clear leader▼−9Since September 2026: 66% → 57%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This page
ManageEngine PAM36033%Contested↗new leaderNew leader since September 2026: ManageEngine PAM360 (29%) replaces KeeperPAM (27% then, 27% now), 2 points clear, inside the 11-point floor.Standing →Mid-marketDelinea Secret Server37%Contested▲+6Since September 2026: 30% → 35%, +6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseCyberArk Privileged Access Manager56%Clear leader▼−9Since September 2026: 66% → 57%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01CyberArk Privileged Access Manager56%24%71endorsed leader▼−9Since September 2026: 66% → 57%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.66% → 57%
CyberArk Privileged Access Manager56%24%71endorsed leader▼−9Since September 2026: 66% → 57%, −9 points. Inside the 11-point floor: within noise. Read over the models both editions asked.66% → 57%02ManageEngine PAM36012%15%26accepted challenger▲+7Since September 2026: 3% → 10%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 10%
ManageEngine PAM36012%15%26accepted challenger▲+7Since September 2026: 3% → 10%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 10%03
BeyondTrust10%16%68accepted challenger▲+12Since September 2026: 0% → 12%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.0% → 12%
BeyondTrust10%16%68accepted challenger▲+12Since September 2026: 0% → 12%, +12 points. Past the 11-point floor: movement. Read over the models both editions asked.0% → 12%04Delinea Secret Server8%9%66accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 10%
Delinea Secret Server8%9%66accepted challenger▼−6Since September 2026: 16% → 10%, −6 points. Inside the 11-point floor: within noise. Read over the models both editions asked.16% → 10%05
KeeperPAM4%12%16accepted challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 5%
KeeperPAM4%12%16accepted challenger▲+2Since September 2026: 3% → 5%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 5%06
StrongDM2%19%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%
StrongDM2%19%16accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 2%Show the four products at 0%, ordered by negative rate
10
HashiCorp Vault0%37%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
HashiCorp Vault0%37%27criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
One Identity Safeguard0%33%18criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 0%
One Identity Safeguard0%33%18criticized challenger▼−3Since September 2026: 3% → 0%, −3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.3% → 0%08
Microsoft Entra Privileged Identity Management0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Microsoft Entra Privileged Identity Management0%27%11criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07
Teleport0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Teleport0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
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
All twenty-eight head-to-head pages: the top eight products, each against each
Delinea Secret Server vs miniOrange PAMDelinea Secret Server vs Securden Unified PAMDelinea Secret Server vs TeleportDelinea Secret Server vs HashiCorp VaultManageEngine PAM360 vs KeeperPAMManageEngine PAM360 vs BeyondTrustManageEngine PAM360 vs miniOrange PAMManageEngine PAM360 vs Securden Unified PAMManageEngine PAM360 vs TeleportManageEngine PAM360 vs HashiCorp VaultKeeperPAM vs BeyondTrustKeeperPAM vs miniOrange PAMKeeperPAM vs Securden Unified PAMKeeperPAM vs TeleportKeeperPAM vs HashiCorp VaultBeyondTrust vs miniOrange PAMBeyondTrust vs Securden Unified PAMBeyondTrust vs TeleportBeyondTrust vs HashiCorp VaultminiOrange PAM vs Securden Unified PAMminiOrange PAM vs TeleportminiOrange PAM vs HashiCorp VaultSecurden Unified PAM vs TeleportSecurden Unified PAM vs HashiCorp VaultTeleport vs HashiCorp Vault
One product takes 56% of first choices here, so the chart would put nine 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. Three products carry a negative rate above 25% in this category.
What they warned about
Ten of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash and Muse Glimmer 30B 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 Manager24%
17 of 71 labels negative · 12 of 14 models · 4 hard negative
“What to Avoid for Predictable Costs | CyberArk | Highest cost ($600-1,400/user/year), complex modular licensing” Kimi K2, budget prompt
BeyondTrust16%
11 of 68 labels negative · 10 of 14 models · 2 hard negative
“BeyondTrust ⚠️ **HIGH PRIORITY CONCERN** ... Prioritize vendors with clean security records - BeyondTrust's recent breaches are particularly concerning” Kimi K2, negative prompt
HashiCorp Vault37%
10 of 27 labels negative · 8 of 14 models · 2 hard negative
“Open Source Tools Without Dedicated Commercial Backing Examples: Unsupported builds of HashiCorp Vault” Qwen 3.7 Flash, negative prompt
One Identity Safeguard33%
6 of 18 labels negative · 5 of 14 models
“users frequently highlight inconsistencies in deployment, noticeable maturity gaps in their SaaS-based offerings, and a steep configuration learning curve” Gemini 3.5 Flash, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1179 links across 249 sites, every framing counted. Ranked by the number of answers carrying the site or page. 25 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Netwrix39 answers · 48 citations · 11 models
38 answers · 55 citations · 12 models
35 answers · 45 citations · 12 models
31 answers · 33 citations · 11 models
vendor site · Delinea29 answers · 42 citations · 12 models
23 answers · 25 citations · 9 models
vendor site · BeyondTrust20 answers · 25 citations · 9 models
vendor site · Securden20 answers · 25 citations · 10 models
19 answers · 25 citations · 9 models
vendor site · One Identity19 answers · 22 citations · 11 models
vendor site · Heimdal Security19 answers · 21 citations · 8 models
vendor site · JumpServer19 answers · 19 citations · 11 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.
38 answers · 11 models
28 answers · 11 models
27 answers · 11 models
23 answers · 9 models
23 answers · 10 models
19 answers · 8 models
16 answers · 10 models
16 answers · 9 models
13 answers · 7 models
13 answers · 9 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 56% | 56% | 163 | 22,200 | 1,253 | 951,391 | $383 | 106 | 2 |
| ManageEngine parent site ManageEngine PAM360 12% | 12% | 126 | 8,100 | 675 | ||||
| BeyondTrust beyondtrust.com BeyondTrust 10%, BeyondTrust Password Safe 0% | 10% | 181 | 6,600 | 377 | 91,200 | $1,820 | 120 | 6 |
| Delinea delinea.com Delinea Secret Server 8% | 8% | 167 | 6,600 | 218 | 85,859 company | $78 | 91 | 5 |
| KeeperPAM keeper.io | 4% | 91 | 170 | 1 | 144,125 | |||
| Idira | 4% | |||||||
| StrongDM strongdm.com | 2% | 46 | 2,900 | 30 | 134,791 | $349 | 24 | |
| CyberArk Enterprise PAM | 2% | |||||||
| Teleport goteleport.com | 0% | 60 | 60,500 | 18,942 | 199,418 | $157 | 11 | |
| Okta Privileged Access okta.com | 0% | 19 | 260 | 3 | 1,959,740 | 118 |
Google's top ten for the three searches hold 22 sites; 3 of them are among the sites the models cited here (beyondtrust.com, delinea.com, securden.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 ManagerManageEngine PAM360against: CyberArk Privileged Access ManagerBeyondTrust, CyberArk Privileged Access Manageragainst: BeyondTrust
Two alternatives
BeyondTrust, Delinea Secret ServerFive alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Vault, ManageEngine PAM360, Microsoft Entra Privileged Identity ManagementTwo alternatives
KeeperPAM, Microsoft Entra IDTwo alternatives
Delinea Secret Server, ManageEngine PAM360GPT-5.4 miniCyberArk Privileged Access Manageragainst: MicrosoftBeyondTrust, CyberArk Privileged Access ManagerChangedCyberArk Privileged Access Manageragainst: Microsoft Entra Privileged Identity Management, One Identity Safeguard, WALLIX BastionDelinea Secret Serverno first choiceagainst: KeeperPAM, ManageEngine PAM360, StrongDM
Two alternatives
BeyondTrust, Delinea Secret ServerOne alternative
Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, SaviyntGemini 3.5 FlashIdiraBeyondTrust, Delinea Secret ServerChangedIdiraStrongDMagainst: BeyondTrust, CyberArk Privileged Access ManagerIdiraagainst: 1Password, Bitwarden, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, Idira, LastPass, One Identity Safeguard, Symantec Privileged Access Manager
Four alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, SaviyntThree alternatives
CyberArk Privileged Access Manager, HashiCorp Vault, TeleportFour alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, TeleportThree alternatives
Fudo Connect, ManageEngine PAM360, Securden Unified PAMFour alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, Netwrix Privilege SecurePerplexity SonarCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Manageragainst: HashiCorp Boundary, HashiCorp Vault, Microsoft Entra Privileged Identity ManagementBeyondTrustagainst: CyberArk Privileged Access Managerno first choicenothing named
Five alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, Microsoft Entra Privileged Identity Management, PAM360 / ManageEngineFour alternatives
BeyondTrust Privileged Remote Access, IBM, ManageEngine PAM360, StrongDMFour alternatives
BeyondTrust, Delinea Secret Server, ManageEngine PAM360, One Identity SafeguardOne alternative
Delinea Secret ServerGrok 4.1 FastCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerManageEngine PAM360against: SSH, StrongDMCyberArk Privileged Access Manageragainst: BeyondTrust, HashiCorp Vault, ManageEngine PAM360, One Identity Safeguard, Symantec Privileged Access Manager, WALLIX
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, Delinea Secret Server, One Identity SafeguardOne alternative
CyberArk Privileged Access ManagerThree alternatives
BeyondTrust, Delinea Secret Server, StrongDMMistral SmallCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Manageragainst: HashiCorp VaultCyberArk Privileged Access Manager, KeeperPAMagainst: BeyondTrust, Delinea Secret Server, Okta Privileged Access, One Identity Safeguardno first choiceagainst: HashiCorp Sentinelagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, StrongDM
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, Delinea Secret Server, Okta Privileged AccessDeepSeek V4 FlashCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerKeeperPAMagainst: BeyondTrust, CyberArk Privileged Access Managerno first choiceagainst: HashiCorp Vault, KeeperPAM, One Identity Safeguardagainst: CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, ManageEngine PAM360, One Identity Safeguard, Symantec Privileged Access Manager
Four alternatives
BeyondTrust, Delinea Secret Server, ManageEngine PAM360, One Identity SafeguardFour alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Boundary, HashiCorp VaultSeven alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Boundary, HashiCorp Vault, ManageEngine PAM360, Okta Privileged Access, TeleportOne alternative
Delinea Secret ServerTwo alternatives
CyberArk Privileged Access Manager, TeleportLlama 4 MaverickCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldBeyondTrust, CyberArk Privileged Access Managerno first choiceno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager
One alternative
Xton Access ManagerThree alternatives
BeyondTrust, Delinea Secret Server, One Identity SafeguardThree alternatives
HashiCorp Vault, ManageEngine PAM360, Microsoft Entra Privileged Identity ManagementQwen 3.7 FlashCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access Manageragainst: HashiCorp Vault, Microsoft Entra ID (formerly Azure AD) - Privileged Identity ManagementManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Serverno first choiceagainst: Microsoft Entra Privilege Accessagainst: Bitwarden, Centrify, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, KeePass, LastPass, OneIdentity
Three alternatives
Akeyless, BeyondTrust, SailPointTwo alternatives
Microsoft Entra ID, Okta Privileged AccessTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
KeeperPAM, StrongDMFive alternatives
BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, Minori, Netwrix Privilege SecureKimi K2CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerBeyondTrust, Delinea Secret Serveragainst: CyberArk Privileged Access Manager, Teleportno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
HashiCorp Boundary, HashiCorp VaultGLM 4.7 FlashXCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerDelinea Secret Serveragainst: CyberArk Privileged Access Managerno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault, Microsoft Entra Privileged Identity Management
Three alternatives
BeyondTrust, Delinea Secret Server, TeleportTwo alternatives
BeyondTrust, Delinea Secret ServerFive alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Vault, ManageEngine PAM360, Microsoft Entra Privileged Identity ManagementOne alternative
BeyondTrustMiniMax M2.5CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldCyberArk Privileged Access ManagerManageEngine PAM360no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager
Four alternatives
BeyondTrust, Delinea Secret Server, Microsoft Azure AD Privileged Identity Management, Okta Privileged AccessTwo alternatives
ARCON PAM, BeyondTrust Privileged Access ManagementTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, CyberArk Privileged Access ManagerGPT-6 LunaCyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeldBeyondTrust, CyberArk Privileged Access Manager, Delinea Secret ServerManageEngine PAM360no first choiceagainst: BeyondTrust Remote Support, CyberArk Privileged Access Manager, ManageEngine PAM360, Microsoft Entra Permissions Management
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust Password Safe, Delinea Secret ServerThree alternatives
KeeperPAM, ManageEngine PAM360, One Identity SafeguardTwo alternatives
BeyondTrust, Delinea Secret ServerMuse Glimmer 30BCyberArk Privileged Access ManagerCyberArk Enterprise PAMChangedCyberArk Privileged Access ManagerManageEngine PAM360no first choiceagainst: BeyondTrust Remote Support, CyberArk Privileged Access Manager
Two alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerTwo alternatives
BeyondTrust, Delinea Secret ServerThree alternatives
BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret ServerBold 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. Full answer text is in the free responses file. Download the record
Eighty-four 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 | 2026-10-01 13:38 | no | 0 | 5 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:59 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:39 | yes | 18 | 24 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:49 | yes | 18 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:28 | yes | 22 | 48 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:02 | yes | 25 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:29 | yes | 23 | 20 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:26 | yes | 5 | 1 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 12:48 | no | 0 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:41 | yes | 20 | 24 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:59 | yes | 17 | 21 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:39 | yes | 5 | 15 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:09 | yes | 5 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:18 | yes | 15 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:16 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:43 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:59 | yes | 12 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:37 | yes | 23 | 2 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:42 | yes | 19 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 12:53 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:00 | yes | 18 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:07 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:58 | yes | 5 | 17 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:45 | yes | 10 | 20 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:20 | yes | 19 | 37 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:33 | yes | 5 | 10 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:41 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:47 | yes | 15 | 15 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:23 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:06 | yes | 4 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:53 | yes | 30 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 11:59 | yes | 23 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 25 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:58 | yes | 25 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:05 | yes | 20 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:41 | yes | 18 | 45 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:42 | yes | 18 | 23 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:49 | yes | 21 | 82 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:48 | yes | 15 | 23 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:28 | yes | 7 | 32 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:32 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:22 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:42 | yes | 5 | 8 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:50 | yes | 15 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 11:08 | yes | 21 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:07 | yes | 24 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:37 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 13:06 | yes | 25 | 31 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:22 | yes | 5 | 1 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:26 | yes | 10 | 55 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:09 | yes | 25 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:41 | yes | 23 | 172 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 21 | 61 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 11:09 | yes | 3 | 28 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:40 | yes | 20 | 32 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:12 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:45 | yes | 6 | 14 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:07 | yes | 10 | 29 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 08:36 | yes | 20 | 7 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:54 | yes | 20 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:48 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:37 | yes | 24 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:07 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:30 | yes | 9 | 46 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 12:01 | yes | 22 | 33 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:32 | yes | 15 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:44 | no | 0 | 53 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:05 | yes | 3 | 30 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:09 | yes | 14 | 35 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 11:25 | yes | 27 | 13 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:56 | yes | 2 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:50 | yes | 16 | 34 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 11:11 | yes | 24 | 5 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 09:11 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:24 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:02 | yes | 24 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:01 | yes | 5 | 1 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:47 | no | 0 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:10 | yes | 24 | 28 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:43 | yes | 24 | 14 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:21 | yes | 24 | 57 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 12:45 | yes | 4 | 40 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 12:20 | yes | 25 | 33 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
ARCON read as ARCON PAM
Broadcom (Symantec / CA Privileged Access Management) read as Symantec Privileged Access Manager
Broadcom (Symantec PAM Legacy) read as Symantec Privileged Access Manager
CyberArk read as CyberArk Privileged Access Manager
Delinea read as Delinea Secret Server
Delinea (Thycotic) read as Delinea Secret Server
Delinea (ex-ThycoticCentrify) read as Delinea Secret Server
Delinea (formerly Thycotic + Centrify) read as Delinea Secret Server
Delinea (formerly Thycotic) read as Delinea Secret Server
Delinea (formerly Thycotic/Centrify) read as Delinea Secret Server
Delinea (with StrongDM) read as Delinea Secret Server
Keeper read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
Keeper Security (Privileged Access Management) read as KeeperPAM
ManageEngine read as ManageEngine PAM360
Netwrix read as Netwrix Privilege Secure
Okta 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
Thycotic read as Delinea Secret Server
Unresolved, counted raw
BeyondTrust Privileged Access Management
CyberArk Enterprise PAM
Fudo Connect
Microsoft Azure Identity Governance
Microsoft Entra ID (formerly Azure AD) - Privileged Identity Management (PIM)
Microsoft Entra Privilege Access
Minori
PAM360 / ManageEngine
SSH
Segura
Discontinued, still offered
No shut-down product was recommended here.