November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › IT › Identity and access › PAM · November 2026 Edition

Privileged access management

Asked as “privileged access management platform”, and as “PAM tool”, on behalf of a mid-market B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
39%
Contested · ManageEngine PAM360 22%
39Delinea Secret Server22ManageEngine PAM36010KeeperPAM29others

39% of first choices, contested.

Since October 2026▲+2Since October 2026: 37% → 39%, +2 points. Inside the 11-point floor: within noise.Delinea Secret Server held the lead, +2 points on 37%, 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.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Delinea Secret Server39%19%64endorsed leader▲+2Since October 2026: 37% → 39%, +2 points. Inside the 11-point floor: within noise.37% → 39%
02ManageEngine PAM36022%12%52accepted challenger▼−2Since October 2026: 24% → 22%, −2 points. Inside the 11-point floor: within noise.24% → 22%
03KeeperPAM10%5%40accepted challenger▲+1Since October 2026: 9% → 10%, +1 point. Inside the 11-point floor: within noise.9% → 10%
04miniOrange PAM4%0%14accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 11-point floor: within noise.4% → 4%
05BeyondTrust4%37%54criticized challenger▼−2Since October 2026: 6% → 4%, −2 points. Inside the 11-point floor: within noise.6% → 4%
06Securden Unified PAM2%10%20accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
07StrongDM2%12%17accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Show the five products at 0%, ordered by negative rate
12CyberArk Privileged Access Manager0%56%57criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
10HashiCorp Vault0%32%19criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
11WALLIX Bastion0%30%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
09One Identity Safeguard0%19%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
08Teleport0%8%26accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
All twenty-one head-to-head pages: the top seven products, each against each

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default
Negative label rate →
01
02
03
04
05
06
07
08
09
10
11
12
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Delinea Secret Server39%
02ManageEngine PAM36022%
03KeeperPAM10%
04miniOrange PAM4%
05BeyondTrust4%
06Securden Unified PAM2%
07StrongDM2%
08Teleport0%
09One Identity Safeguard0%
10HashiCorp Vault0%
11WALLIX Bastion0%
12CyberArk Privileged Access Manager0%

What they warned about

Two of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
BeyondTrust
37%
20 of 54 labels negative · 11 of 14 models · 5 hard negative
“This is the most concerning one right now... CVSS 9.2 pre-authentication bypass... actively exploited by a suspected Chinese state-aligned threat group” DeepSeek V4 Flash, negative prompt
CyberArk Privileged Access Manager
56%
32 of 57 labels negative · 11 of 14 models · 3 hard negative
“Avoid enterprise giants like CyberArk, BeyondTrust, or One Identity unless you qualify for heavy discounts” Grok 4.20, budget prompt
Delinea Secret Server
19%
12 of 64 labels negative · 9 of 14 models · 2 hard negative
“Be cautious with: BeyondTrust and Delinea specifically due to recent active exploitation patterns” Kimi K2, negative prompt
ManageEngine PAM360
12%
6 of 52 labels negative · 6 of 14 models · 1 hard negative
“ManageEngine PAM360 ... Limited external-facing portal ... Less modern architecture” GLM 4.7 FlashX, negative prompt

What they cite

Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.

Sites the answers cite

77 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. 907 links across 224 sites, every framing counted. Ranked by the number of answers carrying the site or page. 38 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.

33 answers · 34 citations · 12 models
vendor site · Delinea27 answers · 43 citations · 11 models
vendor site · Securden23 answers · 36 citations · 10 models
vendor site · ManageEngine21 answers · 26 citations · 10 models
vendor site · JumpServer19 answers · 19 citations · 10 models
18 answers · 18 citations · 7 models
17 answers · 24 citations · 10 models
vendor site · Netwrix16 answers · 22 citations · 8 models
publisher (Gane)16 answers · 21 citations · 10 models
vendor site · Keeper Security15 answers · 18 citations · 10 models
15 answers · 18 citations · 8 models
vendor site · G214 answers · 16 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.

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 productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Delinea delinea.com
Delinea Secret Server 39%
39%1976,60021885,859 company$78915
ManageEngine parent site
ManageEngine PAM360 22%
22%1288,100675
KeeperPAM keeper.io10%1101701144,125
JumpServer jumpserver.com6%151,900153,0707
miniOrange PAM miniorange.com4%2320148,29017
BeyondTrust beyondtrust.com
BeyondTrust 4%, BeyondTrust Password Safe 0%
4%1596,60037791,200$1,8201206
Securden securden.com
Securden Unified PAM 2%
2%502005,748 company$982197
StrongDM strongdm.com2%552,90030134,791$34924
Devolutions Server devolutions.net2%16
BeyondTrust Remote Password Manager2%

Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (delinea.com, g2.com, manageengine.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
ModelDirect“What is the best privileged access management platform for a mid-market B2B company?”Paraphrase“Which PAM tool would you recommend to a mid-sized B2B company?”Comparative“What are the top privileged access management platforms and how do they differ?”Budget-constrained“What is the best privileged access management platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a privileged access management platform. What should we look at?”Negative“Which privileged access management platforms should I avoid or be cautious about?”
Claude Haiku 4.5Delinea Secret Server, ManageEngine PAM360
Two alternativesNetwrix Privilege Secure, One Identity Safeguard
against: BeyondTrust, CyberArk Privileged Access Manager
Delinea Secret ServerChanged
One alternativeManageEngine PAM360
CyberArk Privileged Access Manager
Seven alternativesBeyondTrust, Delinea Secret Server, HashiCorp Vault, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, Safeguard, miniOrange PAM
ManageEngine PAM360
Three alternativesJumpServer, KeeperPAM, miniOrange PAM
against: BeyondTrust, CyberArk Privileged Access Manager
no first choicenothing named
GPT-5.4 miniManageEngine PAM360
Two alternativesBeyondTrust Password Safe, CyberArk Privileged Access Manager
Delinea Secret ServerChanged
Two alternativesBeyondTrust, KeeperPAM
CyberArk Privileged Access Manager
Four alternativesBeyondTrust, Delinea Secret Server, Microsoft Entra Privileged Identity Management, One Identity Safeguard
KeeperPAM
One alternativeJumpCloud PAM
against: Delinea Secret Server, WALLIX Bastion
no first choicenothing named
Gemini 3.5 FlashDelinea Secret Server
Five alternativesBeyondTrust, KeeperPAM, ManageEngine PAM360, StrongDM, Teleport
KeeperPAMChanged
Three alternativesDelinea Secret Server, StrongDM, Teleport
against: CyberArk Privileged Access Manager
CyberArk Privileged Access Manager
Five alternativesBeyondTrust, Delinea Secret Server, HashiCorp Vault, KeeperPAM, Microsoft Entra Privileged Identity Management
KeeperPAM
Six alternativesAdmin By Request, JumpServer, ManageEngine PAM360, Microsoft LAPS, Securden Unified PAM, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
no first choiceagainst: CyberArk Core PAS, Delinea Secret Server, Symantec Privileged Access Manager
Perplexity SonarDelinea Secret Server
Two alternativesKeeperPAM, ManageEngine PAM360
against: CyberArk Privileged Access Manager, StrongDM, Teleport
ManageEngine PAM360Changed
Four alternativesBeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, Netwrix Privilege Secure
CyberArk Privileged Access Manager
Six alternativesBeyondTrust, Delinea Secret Server, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, One Identity Safeguard, StrongDM
ManageEngine PAM360
Five alternativesKeeperPAM, Microsoft Entra ID Privileged Identity Management, Securden Unified PAM, StrongDM, Teleport
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, JumpCloud, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, StrongDM, Teleport, ThreatLocker Elevation Control
Grok 4.20BeyondTrust, Delinea Secret Server
Four alternativesKeeperPAM, ManageEngine PAM360, Securden Unified PAM, miniOrange PAM
against: CyberArk Privileged Access Manager, One Identity Safeguard
Delinea Secret ServerChanged
Two alternativesBeyondTrust Privileged Remote Access, ManageEngine PAM360
against: CyberArk Privileged Access Manager
BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
Five alternativesHashiCorp Vault, Microsoft Entra Privileged Identity Management, One Identity Safeguard, Teleport, WALLIX Bastion
against: KeeperPAM, Securden Unified PAM
KeeperPAM
Two alternativesJumpServer, ManageEngine PAM360
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, Infisical, One Identity Safeguard
Delinea Secret Server
One alternativeNetwrix Privilege Secure
against: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault
against: ARCON PAM, AutoElevate, BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, Heimdal Privileged Access Management, KeeperPAM, ManageEngine PAM360, One Identity Safeguard, WALLIX Bastion
Mistral SmallDelinea Secret Server
Two alternativesKeeperPAM, ManageEngine PAM360
Delinea Secret ServerHeld
Two alternativesBeyondTrust, ManageEngine PAM360
BeyondTrust
Two alternativesCyberArk Privileged Access Manager, Delinea Secret Server
Smallstep SSH, WoTT
Two alternativesSYM, Securden Unified PAM
no first choiceagainst: AWS Secrets Manager, Azure Key Vault, HashiCorp Vaultagainst: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault, ManageEngine PAM360
DeepSeek V4 FlashManageEngine PAM360
Two alternativesDelinea Secret Server, Securden Unified PAM
against: BeyondTrust, CyberArk Privileged Access Manager
Delinea Secret ServerChanged
Three alternativesKeeperPAM, ManageEngine PAM360, Securden Unified PAM
against: BeyondTrust, CyberArk Privileged Access Manager
BeyondTrust, CyberArk Privileged Access Manager
Five alternativesDelinea Secret Server, KeeperPAM, ManageEngine PAM360, One Identity Safeguard, Teleport
against: HashiCorp Vault
ManageEngine PAM360
Five alternativesDelinea Secret Server, JumpCloud, KeeperPAM, Passwordstate, Securden Unified PAM
against: BeyondTrust, CyberArk Privileged Access Manager
Securden Unified PAM
Six alternativesDelinea Secret Server, KeeperPAM, ManageEngine PAM360, One Identity Safeguard, StrongDM, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager, Idira, Palo Alto Networks
against: BeyondTrust, Delinea Secret Server
Llama 4 MaverickminiOrange PAM
Three alternativesDelinea Secret Server, HashiCorp Vault, ManageEngine PAM360
Delinea Secret ServerChanged
Two alternativesManageEngine PAM360, Securden Unified PAM
no first choiceManageEngine PAM360
Three alternativesDevolutions Server, JumpServer, KeeperPAM
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, ManageEngine PAM360
Qwen 3.7 FlashDelinea Secret Server
Three alternativesBeyondTrust, ManageEngine PAM360, Microsoft Entra ID Privileged Identity Management
against: CyberArk Privileged Access Manager
BeyondTrust Remote Password ManagerChanged
Four alternativesAkeyless, Microsoft Entra ID, Microsoft Intune, Teleport
against: CyberArk Privileged Access Manager
BeyondTrust, CyberArk Privileged Access Manager
Four alternatives12Port, Akeyless, Delinea Secret Server, Teleport
against: HashiCorp Vault
Devolutions Server, StrongDM
Two alternativesKeeperPAM, ManageEngine PAM360
against: CyberArk Privileged Access Manager, Delinea Secret Server
BeyondTrust
Three alternativesDelinea Secret Server, ManageEngine PAM360, OneIdentity
against: CyberArk Privileged Access Manager
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, KeePass, ManageEngine PAM360, SSH.COM
Kimi K2Delinea Secret Server, ManageEngine PAM360
Two alternativesSecurden Unified PAM, miniOrange PAM
against: CyberArk Privileged Access Manager, Idira
Delinea Secret ServerChanged
Three alternativesBeyondTrust, KeeperPAM, ManageEngine PAM360
against: CyberArk Privileged Access Manager
CyberArk Privileged Access Manager
Four alternativesBeyondTrust, Delinea Secret Server, HashiCorp Vault, Teleport
JumpServer
Four alternativesHashiCorp Boundary, Securden Unified PAM, Teleport, miniOrange PAM
against: Apache Guacamole
no first choice
Three alternativesKeeperPAM, ManageEngine PAM360, Securden Unified PAM
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
GLM 4.7 FlashXManageEngine PAM360
Four alternativesBeyondTrust PAM, Delinea Secret Server, Securden Unified PAM, miniOrange PAM
Delinea Secret ServerChanged
Two alternativesBeyondTrust, CyberArk Privileged Access Manager
CyberArk Privileged Access Manager
Eight alternativesBeyondTrust, Delinea Secret Server, HashiCorp Vault, KeeperPAM, ManageEngine PAM360, One Identity Safeguard, Teleport, WALLIX Bastion
VaultOne, miniOrange PAM
Five alternativesGoodAccess, HashiCorp Vault, JumpServer, ManageEngine PAM360, Securden Unified PAM
no first choiceagainst: ARCON PAM, BeyondTrust, ManageEngine PAM360, One Identity Safeguard, WALLIX Bastion
MiniMax M2.5ManageEngine PAM360
Three alternativesBeyondTrust, Delinea Secret Server, KeeperPAM
against: CyberArk Privileged Access Manager
Delinea Secret ServerChanged
Two alternativesBeyondTrust, ManageEngine PAM360
CyberArk Privileged Access Manager
Six alternativesARCON PAM, BeyondTrust, Delinea Secret Server, ManageEngine PAM360, One Identity Safeguard, WALLIX Bastion
KeeperPAM
Three alternativesDelinea Secret Server, Securden Unified PAM, StrongDM
against: BeyondTrust, CyberArk Privileged Access Manager
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
GPT-6 LunaDelinea Secret Server Cloud
Three alternativesBeyondTrust, KeeperPAM, ManageEngine PAM360
Delinea Secret ServerChanged
Two alternativesBeyondTrust Password Safe, ManageEngine PAM360
no first choice
Seven alternativesBeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, KeeperPAM, ManageEngine Password Manager Pro, One Identity Safeguard, StrongDM
against: Microsoft Entra Privileged Identity Management
JumpServer
One alternativeManageEngine PAM360
no first choiceagainst: BeyondTrust Remote Support, Securden Unified PAM
Muse Glimmer 30BDelinea Secret Server
Three alternativesBeyondTrust Remote, ManageEngine PAM360, miniOrange PAM
against: CyberArk Privileged Access Manager, Idira, Microsoft Entra ID
Delinea Secret ServerHeld
Two alternativesBeyondTrust, ManageEngine PAM360
against: CyberArk Privileged Access Manager
BeyondTrust, CyberArk Privileged Access Manager
Five alternativesDelinea Secret Server, HashiCorp Vault, Idira, KeeperPAM, Teleport
JumpServer
Six alternativesDevolutions Starter Pack, HashiCorp Boundary, Mamori.io, ManageEngine PAM360, Microsoft Entra Privileged Identity Management, Teleport
no first choiceagainst: BeyondTrust Remote Support, CyberArk Privileged Access Manager, Delinea Secret Server
Bold 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.
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:06yes179 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:04yes26 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:37yes723 s
Direct recommendationPerplexity Sonarsonar2026-11-01 13:47yes105 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 17:43yes511 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 13:29yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 14:52yes2025 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:20yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:20no032 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:51yes1016 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:31yes2388 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:08yes1938 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 11:08yes416 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:51yes1418 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:02yes169 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 17:53yes24 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:12yes1024 s
ParaphrasePerplexity Sonarsonar2026-11-01 12:45yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:49yes1010 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 18:15yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:37yes2118 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 17:25yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 15:06no026 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:12yes1015 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:18yes1518 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:02yes1447 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 15:00yes315 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 13:16yes1518 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 13:07yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 18:01yes68 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 17:32no016 s
ComparativePerplexity Sonarsonar2026-11-01 16:49yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:24yes1011 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 14:43yes55 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:55yes2569 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 14:38yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 19:32yes522 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:27yes1021 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 13:34yes2289 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 16:45yes17107 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 19:00yes823 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:57yes1532 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:47yes179 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:23yes44 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:47yes819 s
Budget constrainedPerplexity Sonarsonar2026-11-01 18:30yes104 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:57yes2414 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 16:57yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:29yes2421 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:36yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 17:31yes527 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 15:51yes1526 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:40yes1421 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:02yes943 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 10:41yes215 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 15:40yes1423 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 14:41yes1812 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 16:26no09 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 15:21no019 s
Scale constrainedPerplexity Sonarsonar2026-11-01 18:26yes106 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 18:22yes513 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 09:44no08 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 15:51yes2453 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:35yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:55yes531 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 17:40yes2335 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 18:20yes1838 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 19:25no027 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 13:23yes316 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 18:03yes1519 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 15:01yes1811 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:54yes46 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 16:58yes528 s
Negative framingPerplexity Sonarsonar2026-11-01 12:41yes105 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 15:13yes1014 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 11:50yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 13:10yes2532 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 16:49yes84 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:17yes2060 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 10:43yes2326 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 14:26yes25158 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:53yes2138 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 10:05yes223 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 08:44yes2536 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
Arcon read as ARCON PAM
Broadcom (CA PAM / Symantec PAM) read as Symantec Privileged Access Manager
CyberArk read as CyberArk Privileged Access Manager
CyberArk (now Idira) read as CyberArk Privileged Access Manager
CyberArk (now Palo Alto Networks) read as CyberArk Privileged Access Manager
CyberArk (now branded Idirra) read as CyberArk Privileged Access Manager
Delinea read as Delinea Secret Server
Delinea (Secret Server / Delinea Platform) read as Delinea Secret Server
Delinea (Secret Server Cloud) read as Delinea Secret Server
Delinea (Secret Server) read as Delinea Secret Server
Delinea (Thycotic + Centrify) read as Delinea Secret Server
Delinea (formerly Thycotic) read as Delinea Secret Server
Delinea (formerly Thycotic/Devopsgroup) read as Delinea Secret Server
Delinea (formerly ThycoticCentrify) read as Delinea Secret Server
Delinea PAM read as Delinea Secret Server
Devolutions read as Devolutions Server
Heimdal read as Heimdal Privileged Access Management
Keeper read as KeeperPAM
Keeper Business read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (Keeper PAM) read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
Keeper Security Enterprise read as KeeperPAM
ManageEngine read as ManageEngine PAM360
ManageEngine (AdventNet) read as ManageEngine PAM360
ManageEngine (PAM360) read as ManageEngine PAM360
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 (Quest) read as One Identity Safeguard
One Identity (Safeguard) read as One Identity Safeguard
Securden read as Securden Unified PAM
Securden PAM read as Securden Unified PAM
Thycotic read as Delinea Secret Server
WALLIX read as WALLIX Bastion
Wallix read as WALLIX Bastion
miniOrange read as miniOrange PAM
Unresolved, counted raw
AWS IAM Identity Center
BeyondTrust Remote
BeyondTrust Remote Password Manager
CyberArk Core PAS
Delinea Secret Server Cloud
Heimdal PAM
JumpCloud Device Management
Netwrix PAM
Osirium
SSH.COM
Sectona
VaultOne
WALLIX PAM
next-terminal
Discontinued, still offered
No shut-down product was recommended here.
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