AI Indexes
IT AI Index
October 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Identity and access › PAM › Small business › October 2026 Edition

Privileged access management for small business buyers

Asked as “privileged access management platform”, and as “PAM tool”, on behalf of a small B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · KeeperPAM 29%
33ManageEngine PAM36029KeeperPAM06Delinea Secret Server33others

33% of first choices, contested.

Since September 2026↗new leaderNew leader since September 2026: ManageEngine PAM360 (29%) replaces KeeperPAM (27% then, 27% now), 2 points clear, inside the 11-point floor.ManageEngine PAM360 leads at 29%, replacing KeeperPAM, which led at 27% and stands at 27% now: 2 points clear, inside the floor, so the swap reads as unsettled.

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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01ManageEngine PAM36033%8%51endorsed leader▲+2Since September 2026: 27% → 29%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 29%
02KeeperPAM29%0%45accepted challenger▼−1Since September 2026: 27% → 27%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked.27% → 27%
03Delinea Secret Server6%24%38accepted challenger▼−8Since September 2026: 15% → 7%, −8 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 7%
04Teleport6%6%16accepted challenger▼−4Since September 2026: 11% → 7%, −4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.11% → 7%
05Securden Unified PAM4%0%20accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
06JumpCloud4%0%17accepted challenger▲+4Since September 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 4%
Show the five products at 0%, ordered by negative rate
11CyberArk Privileged Access Manager0%88%49criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
10BeyondTrust0%80%41criticized challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 0%
09Okta Privileged Access0%30%10criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
08StrongDM0%11%19accepted challenger▼−5Since September 2026: 5% → 0%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.5% → 0%
07miniOrange PAM0%0%17accepted 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.
All twenty-eight head-to-head pages: the top eight 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
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01ManageEngine PAM36033%
02KeeperPAM29%
03Delinea Secret Server6%
04Teleport6%
05Securden Unified PAM4%
06JumpCloud4%
07miniOrange PAM0%
08StrongDM0%
09Okta Privileged Access0%
10BeyondTrust0%
11CyberArk Privileged Access Manager0%

What they warned about

Five of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Perplexity Sonar, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX, MiniMax M2.5 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 Manager
88%
43 of 49 labels negative · 13 of 14 models · 17 hard negative
“Small businesses should generally **avoid or exercise extreme caution** with enterprise-grade Privileged Access Management (PAM) platforms like **CyberArk**” Grok 4.1 Fast, negative prompt
BeyondTrust
80%
33 of 41 labels negative · 12 of 14 models · 13 hard negative
“avoid or exercise extreme caution with ... **BeyondTrust** (especially legacy or full enterprise deployments)” Grok 4.1 Fast, negative prompt
Delinea Secret Server
24%
9 of 38 labels negative · 8 of 14 models · 3 hard negative
“~$5K/year minimum; better fit for mid-market than true small business” Kimi K2, direct prompt
ManageEngine PAM360
8%
4 of 51 labels negative · 4 of 14 models
“while ManageEngine PAM360 is feature-rich, its full deployment may be more than a small business needs” Mistral Small, 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

76 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. 952 links across 172 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.

43 answers · 49 citations · 11 models
40 answers · 40 citations · 12 models
27 answers · 33 citations · 7 models
vendor site · Securden25 answers · 34 citations · 11 models
vendor site · Keeper Security22 answers · 36 citations · 11 models
vendor site · Netwrix20 answers · 23 citations · 8 models
vendor site · G220 answers · 20 citations · 10 models
19 answers · 21 citations · 8 models
vendor site · Heimdal Security19 answers · 20 citations · 10 models
vendor site · CyberPress17 answers · 20 citations · 11 models
vendor site · G217 answers · 19 citations · 9 models
17 answers · 17 citations · 9 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
ManageEngine parent site
ManageEngine PAM360 33%, ManageEngine Password Manager Pro 2%
35%1268,100675
KeeperPAM keeper.io29%911701144,125
Delinea delinea.com
Delinea Secret Server 6%
6%1676,60021885,859 company$78915
Teleport goteleport.com6%6060,50018,942199,418$15711
Securden securden.com
Securden Unified PAM 4%, Securden Password Vault 2%
6%402005,748 company$982197
JumpCloud jumpcloud.com4%32112,100244108,479$8,61280
Devolutions Server devolutions.net
Devolutions Password Hub Free 2%, Devolutions Server 0%
2%6
One Identity oneidentity.com
One Identity PAM Essentials 2%
2%51,60040540,708 company0
1Password 1password.com2%281201,0003,085927,263120
Xton Access Manager2%

Google's top ten for the three searches hold 22 sites; 2 of them are among the sites the models cited here (g2.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 small B2B company?”Paraphrase“Which PAM tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top privileged access management platforms for a small team and how do they differ?”Budget-constrained“What is the best privileged access management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a privileged access management platform. What should we look at?”Negative“Which privileged access management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5KeeperPAM
Three alternativesDelinea Secret Server, JumpCloud, ManageEngine PAM360
against: BeyondTrust, CyberArk Privileged Access Manager
no first choiceChangedagainst: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAM
Two alternativesManageEngine PAM360, Zygon
ManageEngine PAM360
Four alternativesJumpCloud, KeeperPAM, Zygon, miniOrange PAM
against: BeyondTrust, CyberArk Privileged Access Manager
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
GPT-5.4 miniJumpCloud, KeeperPAMagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret ServerKeeperPAMChanged
Two alternativesDelinea Secret Server, Okta Privileged Access
1Password Unified Access / Privileged Access, KeeperPAM
Two alternativesDelinea Secret Server, StrongDM
against: BeyondTrust, CyberArk Privileged Access Manager
1Password
One alternativeKeeperPAM
against: CyberArk Privileged Access Manager
no first choicenothing named
Gemini 3.5 FlashKeeperPAM
Three alternativesDevolutions Server, Securden Unified PAM, StrongDM
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
KeeperPAMHeld
Three alternativesSecurden Unified PAM, StrongDM, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
KeeperPAM
Three alternativesSecurden Unified PAM, StrongDM, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
Securden Unified PAM
Five alternativesDevolutions Server, HashiCorp Vault, KeeperPAM, ManageEngine PAM360, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
no first choice
Six alternativesDevolutions Server, HashiCorp Boundary, KeeperPAM, Securden Unified PAM, StrongDM, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
against: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, IBM Security Verify Privileged, Keeper Security (KeeperPAM, Symantec Privileged Access Manager
Perplexity SonarJumpCloud
Three alternativesBeyondTrust, ManageEngine PAM360, Microsoft Entra ID
ManageEngine PAM360Changed
Two alternativesKeeperPAM, SSH PrivX
KeeperPAM
Three alternativesManageEngine PAM360, Netwrix Privilege Secure, PrivX
against: CyberArk Privileged Access Manager
KeeperPAM
Two alternativesManageEngine PAM360, One Identity PAM Essentials
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, One Identity Safeguard, WALLIX
Grok 4.1 FastManageEngine PAM360
One alternativeKeeperPAM
against: BeyondTrust, CyberArk Privileged Access Manager
ManageEngine PAM360Held
Three alternativesDelinea Secret Server, KeeperPAM, StrongDM
against: BeyondCorp, CyberArk Privileged Access Manager
KeeperPAM
Two alternativesManageEngine PAM360, One Identity PAM Essentials
Delinea Secret Server, Teleport
Three alternativesDevolutions Password Hub Free, JumpCloud, KeeperPAM
against: ManageEngine PAM360
ManageEngine PAM360
Four alternativesBeyondTrust, Delinea Secret Server, JumpCloud, StrongDM
against: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager
Mistral SmallManageEngine PAM360, Xton Access Manager
Two alternativesAWS Secrets Manager, SSH PrivX
ManageEngine PAM360, One Identity PAM EssentialsChangedJumpCloud, miniOrange PAM
Two alternativesAdmin By Request Endpoint Privilege Management, ManageEngine ADManager Plus
ManageEngine PAM360
Two alternativesAWS Secrets Manager, SSH PrivX
no first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager, ManageEngine PAM360, Okta Privileged Access
DeepSeek V4 FlashKeeperPAM
One alternativeManageEngine PAM360
against: CyberArk Privileged Access Manager
KeeperPAMHeld
Two alternativesManageEngine PAM360, Securden Password Vault
against: BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault, One Identity PAM Essentials, Teleport
KeeperPAM
Two alternativesManageEngine PAM360, miniOrange PAM
against: BeyondTrust Password Safe, CyberArk Privileged Access
Securden Unified PAM
Two alternativesManageEngine PAM360, Microsoft Entra ID
against: BeyondTrust, CyberArk Privileged Access Manager
ManageEngine PAM360
Four alternativesDelinea Secret Server, Securden Unified PAM, StrongDM, miniOrange PAM
against: BeyondTrust, CyberArk Privileged Access Manager, One Identity Safeguard
against: BeyondTrust, Broadcom Layer7 API Gateway, CyberArk Privileged Access Manager, Delinea Secret Server, Hitachi ID, StrongDM
Llama 4 Maverickno first choiceManageEngine PAM360Changed
One alternativeOne Identity PAM Essentials
no first choiceManageEngine PAM360
Three alternativesAWS Secrets Manager, SSH PrivX, Securden Unified PAM
no first choicenothing named
Qwen 3.7 FlashManageEngine Password Manager Pro
Three alternativesAzure Privileged Identity Management (PIM) / Entra ID, BeyondTrust, HashiCorp Vault
against: CyberArk Privileged Access Manager, OneIdentity
ManageEngine Access Manager PlusChanged
Two alternativesBeyondTrust, Bitwarden Secrets Manager
against: CyberArk Privileged Access Manager
Keeper Secrets Manager
Two alternativesFudo Security, ManageEngine PAM360
against: BeyondTrust EPM / PAM
Teleport
Two alternativesJumpCloud, KeeperPAM
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360, Okta Privileged Access, StrongDM
Teleport
Four alternatives1Password, Bitwarden, Delinea Secret Server, KeeperPAM
against: BeyondTrust, CyberArk Privileged Access Manager
against: 1Password, BeyondTrust, CyberArk Privileged Access Manager, HashiCorp Vault, LastPass, RSA Security
Kimi K2KeeperPAM
Five alternativesAWS Secrets Manager, HashiCorp Boundary, ManageEngine PAM360, Securden Unified PAM, StrongDM
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
KeeperPAMHeld
One alternativeDelinea Secret Server
against: BeyondTrust, CyberArk Privileged Access Manager
Delinea Secret Server
Two alternativesManageEngine PAM360, StrongDM
against: BeyondTrust, CyberArk Privileged Access Manager
Devolutions Password Hub Free
Four alternativesDelinea Secret Server, KeeperPAM, ManageEngine PAM360, miniOrange PAM
against: BeyondTrust, CyberArk Privileged Access Manager
no first choice
Five alternativesDelinea Secret Server, KeeperPAM, ManageEngine PAM360, Securden Unified PAM, miniOrange PAM
against: BeyondTrust, CyberArk Privileged Access Manager
against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
GLM 4.7 FlashXKeeperPAM, ManageEngine PAM360
Two alternativesDelinea Secret Server, Teleport
against: BeyondTrust, CyberArk Privileged Access Manager
ManageEngine PAM360Changed
Three alternativesBeyondTrust Password Safe, Delinea Secret Server, Keeper Secrets Manager
KeeperPAM
Six alternativesManageEngine PAM360, Netwrix Privilege Secure, Okta Privileged Access, Securden Unified PAM, StrongDM, miniOrange PAM
against: BeyondTrust
Delinea Secret Server
Three alternativesAWS Secrets Manager, ManageEngine PAM360, Teleport
against: CyberArk Privileged Access Manager
no first choiceagainst: BeyondTrust PAM Solutions, CyberArk Privileged Access Manager, Microsoft Entra ID, One Identity Safeguard
MiniMax M2.5Delinea Secret Server, Microsoft Entra ID Privileged Identity Management
One alternativeManageEngine PAM360
KeeperPAM, Securden Password VaultChanged
Two alternativesAutoElevate, PrivX
KeeperPAM, miniOrange PAM
Four alternativesDelinea Secret Server, JumpCloud, ManageEngine PAM360, Securden Unified PAM
Microsoft Azure AD Privileged Identity Management, Secret Server Free Edition
One alternativeManageEngine PAM360
no first choice
Four alternativesAzure AD Privileged Identity Management, BeyondTrust, Delinea Secret Server, JumpCloud
against: CyberArk Privileged Access Manager
against: BeyondTrust, CyberArk Privileged Access Manager
GPT-6 LunaKeeperPAM
Two alternatives1Password, StrongDM
KeeperPAMHeld
One alternativeMicrosoft Entra Privileged Identity Management
against: ManageEngine PAM360
Delinea Secret Server, KeeperPAM
Two alternativesBeyondTrust Password Safe, ManageEngine PAM360
against: CyberArk Privileged Access Manager
ManageEngine PAM360
One alternativeBitwarden
no first choiceagainst: Microsoft Entra Permissions Management, Okta Privileged Access, Older Broadcom/Symantec PAM hardware appliances
Muse Glimmer 30BManageEngine PAM360
One alternativeDelinea Secret Server
against: CyberArk Privileged Access Manager
KeeperPAM, ManageEngine PAM360Changed
One alternativeCyberArk Privileged Access Manager
ManageEngine PAM360, Securden Unified PAM
Five alternativesAWS Secrets Manager, Delinea Privileged Access Management / Secret Server, SSH PrivX, StrongDM, miniOrange PAM
ManageEngine PAM360
Four alternativesHashiCorp Vault, KeeperPAM, Securden Unified PAM, Windows LAPS + Microsoft Entra Privileged Identity Management
no first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, One Identity Safeguard
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. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:21yes189 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:32yes47 s
Direct recommendationGemini 3.5 Flashgemini-3.5-flash2026-10-01 09:42yes1718 s
Direct recommendationPerplexity Sonarsonar2026-10-01 13:38yes189 s
Direct recommendationGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 07:44yes199 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-10-01 09:38yes54 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:39yes1827 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 10:07yes53 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:48no035 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-10-01 07:57yes1623 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 07:55yes17163 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:09yes521 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-10-01 12:34yes312 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 10:05yes1216 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 11:54no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:15yes37 s
ParaphraseGemini 3.5 Flashgemini-3.5-flash2026-10-01 07:41yes822 s
ParaphrasePerplexity Sonarsonar2026-10-01 09:31yes173 s
ParaphraseGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 09:44yes104 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-10-01 09:43yes53 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 12:26yes2539 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:36yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 09:20yes1042 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-10-01 12:09yes1617 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 11:35yes914 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 12:51yes818 s
ParaphraseGPT-6 Lunagpt-6-luna2026-10-01 13:12yes315 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:48yes2328 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:56yes99 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 10:25yes47 s
ComparativeGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:05yes1326 s
ComparativePerplexity Sonarsonar2026-10-01 11:25yes196 s
ComparativeGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 12:55yes218 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-10-01 10:26yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:00yes2037 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 09:58yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 13:39yes928 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-10-01 13:49yes1924 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 09:53yes1455 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 11:56yes1632 s
ComparativeGPT-6 Lunagpt-6-luna2026-10-01 10:41yes622 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 12:57yes1026 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 13:01yes913 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 11:27yes36 s
Budget constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 11:35yes2124 s
Budget constrainedPerplexity Sonarsonar2026-10-01 11:41yes163 s
Budget constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 10:58yes207 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 13:51yes95 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 09:49yes2227 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 07:41yes51 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:24yes1426 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 10:41yes1623 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 10:38yes23210 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 13:06yes512 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-10-01 13:28yes217 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:32yes1325 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 08:10no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 08:15no011 s
Scale constrainedGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:07yes1025 s
Scale constrainedPerplexity Sonarsonar2026-10-01 10:54yes205 s
Scale constrainedGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 08:26yes159 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-10-01 11:58no06 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 12:07yes2051 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 12:40yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 08:52no032 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-10-01 11:33yes1420 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 08:20yes1544 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 08:58no011 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-10-01 13:16yes315 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 08:21yes1430 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-10-01 10:36yes189 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-10-01 09:26yes58 s
Negative framingGemini 3.5 Flashgemini-3.5-flash2026-10-01 13:24yes1225 s
Negative framingPerplexity Sonarsonar2026-10-01 10:58yes224 s
Negative framingGrok 4.1 Fastspacexai/grok-4.1-fast-non-reasoning via vertex2026-10-01 13:03yes2210 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-10-01 13:11yes54 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-10-01 08:28yes2354 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-10-01 11:02yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-10-01 11:51no030 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-10-01 12:43yes2029 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-10-01 13:35yes2363 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-10-01 07:36yes1843 s
Negative framingGPT-6 Lunagpt-6-luna2026-10-01 08:43yes328 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-10-01 11:59yes1318 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
CyberArk read as CyberArk Privileged Access Manager
Delinea 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) read as Delinea Secret Server
Delinea (formerly Thycotic/Centrify) read as Delinea Secret Server
Devolutions read as Devolutions Server
Devolutions PAM read as Devolutions Server
Keeper Business read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
Okta read as Okta Privileged Access
One Identity read as One Identity Safeguard
One Identity Cloud PAM Essentials read as One Identity PAM Essentials
Securden read as Securden Unified PAM
Securden (Unified PAM) read as Securden Unified PAM
Thycotic read as Delinea Secret Server
Thycotic (Delinea) read as Delinea Secret Server
Thycotic (now part of Delinea) read as Delinea Secret Server
miniOrange read as miniOrange PAM
Unresolved, counted raw
1Password Unified Access / Privileged Access
Admin By Request Endpoint Privilege Management
AutoElevate
Azure AD Privileged Identity Management
Azure Privileged Identity Management (PIM) / Entra ID
BeyondTrust EPM / PAM
BeyondTrust Endpoint Privilege Management
BeyondTrust PAM Solutions
Centrify Zero Trust Privilege
CyberArk Privileged Access
Delinea Privileged Access Management / Secret Server
Delinea Secret Server free tier
EventLog Analyzer
Fudo Security (Fudo Cloud PAM)
HashiCorp Vault CE
IBM Security Verify Privileged (formerly Tivoli)
KeePassXC with KeeAgent
Keeper Security (KeeperPAM
ManageEngine ADManager Plus
ManageEngine Access Manager Plus
Older Broadcom/Symantec PAM hardware appliances
SSH.com
Secret Server Free Edition
Windows LAPS + Microsoft Entra Privileged Identity Management
Discontinued, still offered
No shut-down product was recommended here.
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