Privileged access management
Asked as “privileged access management platform”, and as “PAM tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
30%
Contested · ManageEngine PAM360 21%
30Delinea Secret Server21ManageEngine PAM36015Securden Unified PAM34others
30% of first choices, contested.
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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the five 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
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
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
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Delinea Secret Server30%
Delinea Secret Server30%02ManageEngine PAM36021%
ManageEngine PAM36021%03Securden Unified PAM15%
Securden Unified PAM15%04KeeperPAM11%
KeeperPAM11%05Teleport4%
Teleport4%06BeyondTrust4%
BeyondTrust4%07miniOrange PAM2%
miniOrange PAM2%08Netwrix Privilege Secure0%
Netwrix Privilege Secure0%09StrongDM0%
StrongDM0%10HashiCorp Vault0%
HashiCorp Vault0%11One Identity Safeguard0%
One Identity Safeguard0%12CyberArk Privileged Access Manager0%
CyberArk Privileged Access Manager0%What they warned about
Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, GLM 4.7 FlashX and MiniMax M2.5 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 Manager64%
34 of 53 labels negative · 11 of 12 models · 3 hard negative
“What to Avoid ... CyberArk | Highest cost, requires dedicated PAM team, lengthy implementation” Kimi K2, paraphrase prompt
BeyondTrust41%
18 of 44 labels negative · 10 of 12 models · 2 hard negative
“High-Risk Platforms to Avoid or Be Extremely Cautious About ... BeyondTrust (Critical Concern - February 2026)” Kimi K2, negative prompt
Delinea Secret Server17%
9 of 53 labels negative · 7 of 12 models · 1 hard negative
“Avoid pricier ones like Delinea/StrongDM ($70+/user/mo) unless scaling fast.” Grok 4.20, budget prompt
ManageEngine PAM36013%
5 of 38 labels negative · 5 of 12 models · 2 hard negative
“Do not adopt Broadcom/Symantec or ManageEngine PAM360 without a patching SLA and network isolation.” DeepSeek V4 Flash, 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. 858 links across 205 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Netwrix32 answers · 38 citations · 11 models
vendor site · One Identity27 answers · 27 citations · 11 models
26 answers · 36 citations · 11 models
23 answers · 26 citations · 10 models
vendor site · Heimdal Security21 answers · 24 citations · 10 models
21 answers · 21 citations · 10 models
19 answers · 31 citations · 10 models
vendor site · Delinea16 answers · 22 citations · 7 models
16 answers · 19 citations · 9 models
15 answers · 21 citations · 8 models
vendor site · Mitigata15 answers · 15 citations · 9 models
vendor site · Securden14 answers · 19 citations · 6 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.
31 answers · 11 models
25 answers · 11 models
23 answers · 10 models
19 answers · 10 models
19 answers · 10 models
15 answers · 9 models
15 answers · 9 models
13 answers · 9 models
13 answers · 7 models
12 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 |
|---|---|---|---|---|---|---|---|---|
| Delinea delinea.com Delinea Secret Server 30% | 30% | 197 | 6,600 | 218 | 85,859 company | $78 | 91 | 5 |
| ManageEngine parent site ManageEngine PAM360 21% | 21% | 128 | 8,100 | 675 | ||||
| Securden securden.com Securden Unified PAM 15% | 15% | 50 | 20 | 0 | 5,748 company | $982 | 19 | 7 |
| KeeperPAM keeper.io | 11% | 110 | 170 | 1 | 144,125 | |||
| JumpServer jumpserver.com | 6% | 15 | 1,900 | 15 | 3,070 | 7 | ||
| Teleport goteleport.com | 4% | 82 | 60,500 | 18,942 | 199,418 | $157 | 11 | |
| BeyondTrust beyondtrust.com | 4% | 159 | 6,600 | 377 | 91,200 | $1,820 | 120 | 6 |
| miniOrange PAM miniorange.com | 2% | 23 | 20 | 1 | 48,290 | 17 | ||
| Microsoft parent site Microsoft Entra ID 2% | 2% | 499 | 2,240,000 | 403,136 | ||||
| Heimdal heimdalsecurity.com Heimdal Privileged Access Management 2% | 2% | 5 | 1,900 | 1,228 | 111,895 | $16 | 44 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (delinea.com, gartner.com, mitigata.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 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 Serverno first choiceChangedagainst: CyberArk Privileged Access Managerno first choiceManageEngine PAM360against: CyberArk Privileged Access Managerno first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager
Three alternatives
BeyondTrust, ManageEngine PAM360, miniOrange PAMTwo alternatives
JumpServer, miniOrange PAMGPT-5.4 miniDelinea Secret Serveragainst: CyberArk Privileged Access ManagerBeyondTrustChangedagainst: MicrosoftBeyondTrust, CyberArk Privileged Access Manageragainst: ManageEngine PAM360, One Identity SafeguardMicrosoft Entra IDno first choiceagainst: Symantec Privileged Access Manager
Two alternatives
BeyondTrust, ManageEngine PAM360Two alternatives
CyberArk Privileged Access Manager, Delinea Secret ServerTwo alternatives
Delinea Secret Server, Microsoft Entra Privileged Identity ManagementTwo alternatives
CyberArk Privileged Access Manager, Delinea Secret ServerGemini 3.5 FlashSecurden Unified PAMagainst: CyberArk Privileged Access ManagerKeeperPAMChangedagainst: CyberArk Privileged Access ManagerIdiraKeeperPAMagainst: BeyondTrust, CyberArk Privileged Access ManagerDelinea Secret Server, KeeperPAM, Securden Unified PAMagainst: BeyondTrust, CyberArk Privileged Access Manager, One Identity Safeguardagainst: CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360, Okta Privileged Access
Three alternatives
Delinea Secret Server, KeeperPAM, StrongDMTwo alternatives
Delinea Secret Server, Securden Unified PAMFour alternatives
BeyondTrust, Delinea Secret Server, KeeperPAM, SaviyntFour alternatives
JumpServer, ManageEngine PAM360, Securden Unified PAM, TeleportThree alternatives
Opal, StrongDM, TeleportPerplexity SonarSecurden Unified PAMDelinea Secret ServerChangedCyberArk Privileged Access Manageragainst: KeeperPAMManageEngine PAM360against: AWS Secrets Manager, SSH PrivXno first choiceagainst: Apono, Britive, HashiCorp Boundary, HashiCorp Vault, Microsoft Entra Privileged Identity Management, Okta Privileged Access, P0 Security, Ping Identity, Teleport
One alternative
ManageEngine PAM360Three alternatives
ManageEngine PAM360, Netwrix Privilege Secure, Securden Unified PAMFive alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, StrongDM, TeleportThree alternatives
Devolutions Starter Pack, JumpCloud, KeeperPAMGrok 4.20Delinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access ManagerDelinea Secret ServerHeldagainst: CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, StrongDMno first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, One Identity Safeguard, WALLIX Bastion
Four alternatives
ManageEngine PAM360, Netwrix Privilege Secure, Securden Unified PAM, miniOrange PAMThree alternatives
BeyondTrust, ManageEngine PAM360, miniOrange PAMFour alternatives
BeyondTrust, Delinea Secret Server, One Identity Safeguard, StrongDMTwo alternatives
KeeperPAM, TeleportMistral SmallManageEngine PAM360, Securden Unified PAMManageEngine PAM360, miniOrange PAMChangedagainst: BeyondTrust, CyberArk Privileged Access ManagerBeyondTrust, CyberArk Privileged Access ManagerKeeperPAM, ManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access Managerno first choicenothing named
Two alternatives
JumpCloud, miniOrange PAMOne alternative
Netwrix Privilege SecureFour alternatives
Delinea Secret Server, HashiCorp Boundary, Okta Privileged Access, TeleportThree alternatives
Delinea Secret Server, StrongDM, TeleportDeepSeek V4 FlashDelinea Secret Serveragainst: CyberArk Privileged Access ManagerManageEngine PAM360Changedagainst: BeyondTrust, CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerJumpServer, Teleportagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, One Identity SafeguardDelinea Secret Serveragainst: CyberArk Privileged Access Manageragainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360, Securden Unified PAM, Symantec Privileged Access Manager
Three alternatives
Britive, ManageEngine PAM360, Securden Unified PAMTwo alternatives
Delinea Secret Server, Netwrix Privilege SecureEight alternatives
BeyondTrust, Delinea Secret Server, HashiCorp Boundary, ManageEngine PAM360, One Identity Safeguard, Securden Unified PAM, StrongDM, TeleportThree alternatives
AWS Secrets Manager, KeeperPAM, ManageEngine PAM360Five alternatives
BeyondTrust, KeeperPAM, ManageEngine PAM360, StrongDM, TeleportLlama 4 MaverickSecurden Unified PAMDelinea Secret ServerChangedagainst: BeyondTrust, CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerHeimdal Privileged Access Managementno first choicenothing named
Two alternatives
ManageEngine PAM360, miniOrange PAMOne alternative
BeyondTrustQwen 3.7 FlashSecurden Unified PAMManageEngine PAM360Changedagainst: CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerManageEngine Privilege Manageragainst: 1Password, BeyondTrust, Bitwarden, CyberArk Privileged Access Manager, LastPassno first choiceagainst: CyberArk Privileged Access Manageragainst: CyberArk Conjur, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vault, IBM Security Identity and Access Manager, Onapsis, Ping Identity, SailPoint, SunGard
Three alternatives
Delinea Secret Server, ManageEngine PAM360, Netwrix Privilege SecureTwo alternatives
Delinea Secret Server, Netwrix Privilege SecureSix alternatives
12Port, ARCON PAM, BeyondTrust, Devolutions Server, One Identity Safeguard, SeguraThree alternatives
HashiCorp Vault, Lokad, TeleportFive alternatives
Avatier, Bitwarden, Delinea Secret Server, Imperva, KeeperPAMKimi K2Delinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access ManagerDelinea Secret ServerHeldagainst: BeyondTrust, CyberArk Privileged Access ManagerCyberArk Privileged Access ManagerJumpServer, Teleportagainst: Delinea Secret Serverno first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, Hitachi ID, ManageEngine PAM360
Two alternatives
ManageEngine PAM360, Netwrix Privilege SecureThree alternatives
ManageEngine PAM360, Securden Unified PAM, miniOrange PAMSix alternatives
ARCON PAM, BeyondTrust, Delinea Secret Server, HashiCorp Vault, Teleport, WALLIX BastionThree alternatives
HashiCorp Vault, Mamori.io, ManageEngine PAM360GLM 4.7 FlashXDelinea Secret Serveragainst: CyberArk Privileged Access ManagerManageEngine PAM360Changedagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, Securden Unified PAMno first choiceagainst: KeeperPAM, Microsoft Entra Privileged Identity Management, TeleportJumpServeragainst: CyberArk Privileged Access Manager, Warpgateno first choicenothing named
Three alternatives
BeyondTrust, ManageEngine PAM360, miniOrange PAMOne alternative
miniOrange PAMFive alternatives
BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360, SafeguardSix alternatives
Admin By Request, CyberFOX AutoElevate, ManageEngine PAM360, Okta Privileged Access, StrongDM, TeleportMiniMax M2.5Securden Unified PAMagainst: CyberArk Privileged Access ManagerDelinea Secret Server, ManageEngine PAM360Changedagainst: CyberArk Privileged Access ManagerCyberArk Privileged Access Manageragainst: One Identity Safeguard, WALLIX BastionKeeperPAMBeyondTrust, Delinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, ManageEngine PAM360
Four alternatives
ManageEngine PAM360, Netwrix Privilege Secure, Thycotic+Centrify, miniOrange PAMTwo alternatives
Netwrix Privilege Secure, miniOrange PAMTwo alternatives
BeyondTrust, Delinea Secret ServerFour alternatives
AWS Secrets Manager, ManageEngine PAM360, SSH PrivX, TeleportOne alternative
CyberArk Privileged Access ManagerBold 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 13:10 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:11 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:18 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 11:33 | 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 12:13 | yes | 35 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:15 | yes | 5 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:37 | yes | 18 | 16 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:12 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:15 | yes | 5 | 30 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:31 | yes | 10 | 29 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:34 | yes | 10 | 30 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:32 | yes | 5 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:21 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:09 | yes | 4 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:53 | yes | 13 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 13:35 | yes | 17 | 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 12:00 | yes | 14 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:55 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:48 | yes | 7 | 11 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:23 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:53 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:09 | yes | 15 | 42 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 14:12 | yes | 9 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:47 | yes | 5 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:01 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:15 | yes | 5 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:52 | yes | 28 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 09:27 | yes | 20 | 9 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 12:21 | yes | 29 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:12 | yes | 20 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:46 | yes | 18 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:15 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:02 | yes | 5 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 14:04 | yes | 13 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:36 | yes | 25 | 94 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:23 | yes | 24 | 46 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:49 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:38 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:53 | yes | 17 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 09:41 | yes | 20 | 7 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 13:35 | yes | 17 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 14:05 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:10 | yes | 15 | 18 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:27 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:10 | no | 0 | 34 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:10 | yes | 15 | 31 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:34 | yes | 12 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:54 | yes | 5 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 10:13 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:42 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:59 | yes | 15 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 12:02 | yes | 20 | 9 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 13:53 | no | 0 | 7 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:00 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:03 | yes | 18 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:52 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 10:58 | no | 0 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:00 | yes | 10 | 25 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:37 | yes | 15 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:41 | yes | 10 | 39 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:45 | yes | 27 | 12 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 09:41 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 10:50 | yes | 19 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 12:20 | 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 11:58 | yes | 40 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:51 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:29 | yes | 22 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 09:36 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | no | 0 | 45 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:33 | yes | 29 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:58 | yes | 27 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 09:43 | yes | 7 | 65 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
Arcon read as ARCON PAM
CyberArk read as CyberArk Privileged Access Manager
CyberArk (On-Premises and Privilege Cloud) read as CyberArk Privileged Access Manager
CyberArk (Privilege Cloud) read as CyberArk Privileged Access Manager
CyberArk Enterprise Suite read as CyberArk Privileged Access Manager
Delinea read as Delinea Secret Server
Delinea (Secret Server) read as Delinea Secret Server
Delinea (Thycotic + Centrify) read as Delinea Secret Server
Delinea (formerly Devolutions) read as Delinea Secret Server
Delinea (formerly Thycotic) read as Delinea Secret Server
Delinea PAM read as Delinea Secret Server
Delinea Platform (including Secret Server) read as Delinea Secret Server
Devolutions PAM read as Devolutions Server
Keeper read as KeeperPAM
Keeper Business read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (BPM/PAM module) read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
Keeper Security Enterprise read as KeeperPAM
ManageEngine read as ManageEngine PAM360
Netwrix read as Netwrix Privilege Secure
One Identity read as One Identity Safeguard
One Identity (Safeguard) read as One Identity Safeguard
Securden read as Securden Unified PAM
Thycotic (Dassault Systems) read as Delinea Secret Server
WALLIX read as WALLIX Bastion
Wallix read as WALLIX Bastion
miniOrange read as miniOrange PAM
Unresolved, counted raw
BeyondTrust Privilege Management
Devolutions Hub (Free)
IBM Security Identity and Access Manager (SAM)
Lokad
ManageEngine Privilege Manager
Onapsis
SailPoint Privileged Access
SunGard
Thycotic+Centrify
Warpgate
Discontinued, still offered
No shut-down product was recommended here.