Privileged access management for small business buyers
Asked as “privileged access management platform”, and as “PAM tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
27%
Contested · ManageEngine PAM360 27%
27KeeperPAM27ManageEngine PAM36015Delinea Secret Server31others
27% 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the one product at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
Delinea Secret Server vs ManageEngine PAM360Delinea Secret Server vs Securden Unified PAMDelinea Secret Server vs KeeperPAM
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.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
08Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01KeeperPAM27%
KeeperPAM27%02ManageEngine PAM36027%
ManageEngine PAM36027%03Delinea Secret Server15%
Delinea Secret Server15%04Teleport11%
Teleport11%05StrongDM5%
StrongDM5%06BeyondTrust2%
BeyondTrust2%07CyberArk Privileged Access Manager2%
CyberArk Privileged Access Manager2%08JumpCloud0%
JumpCloud0%What they warned about
Three of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 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 Manager88%
36 of 41 labels negative · 12 of 12 models · 12 hard negative
“Platforms like CyberArk and ARCON are often criticized for their steep learning curves, poor documentation, difficult integrations, and limited OS compatibility.” Mistral Small, negative prompt
BeyondTrust81%
25 of 31 labels negative · 10 of 12 models · 9 hard negative
“Small businesses should avoid traditional enterprise PAM platforms (CyberArk, legacy BeyondTrust deployments)” Kimi K2, negative prompt
One Identity Safeguard100%
6 of 6 labels negative · 6 of 12 models · 1 hard negative
“generally overkill and overpriced for a small business” DeepSeek V4 Flash, paraphrase prompt
Delinea Secret Server13%
7 of 53 labels negative · 5 of 12 models · 2 hard negative
“Avoid if overkill: Pure enterprise like Thycotic without SMB proof.” Grok 4.20, scale 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
65 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. 930 links across 152 sites, every framing counted. Ranked by the number of answers carrying the site or page.
47 answers · 53 citations · 10 models
36 answers · 42 citations · 11 models
vendor site · Keeper Security28 answers · 51 citations · 12 models
vendor site · Heimdal Security23 answers · 25 citations · 9 models
vendor site · Securden22 answers · 30 citations · 7 models
22 answers · 22 citations · 10 models
vendor site · Netwrix21 answers · 23 citations · 8 models
vendor site · Delinea20 answers · 33 citations · 9 models
vendor site · G220 answers · 26 citations · 9 models
vendor site · Mitigata20 answers · 20 citations · 10 models
19 answers · 23 citations · 9 models
15 answers · 15 citations · 7 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.
46 answers · 10 models
36 answers · 11 models
22 answers · 9 models
21 answers · 10 models
20 answers · 10 models
18 answers · 7 models
15 answers · 7 models
15 answers · 7 models
14 answers · 6 models
14 answers · 7 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 |
|---|---|---|---|---|---|---|---|---|
| KeeperPAM keeper.io | 27% | 110 | 170 | 1 | 144,125 | |||
| ManageEngine parent site ManageEngine PAM360 27% | 27% | 128 | 8,100 | 675 | ||||
| Delinea delinea.com Delinea Secret Server 15% | 15% | 197 | 6,600 | 218 | 85,859 company | $78 | 91 | 5 |
| Teleport goteleport.com | 11% | 82 | 60,500 | 18,942 | 199,418 | $157 | 11 | |
| StrongDM strongdm.com | 5% | 55 | 2,900 | 30 | 134,791 | $349 | 24 | |
| JumpServer jumpserver.com | 4% | 15 | 1,900 | 15 | 3,070 | 7 | ||
| Devolutions Server devolutions.net Devolutions Server 2%, Devolutions Starter Pack 0% | 2% | 16 | ||||||
| Admin By Request adminbyrequest.com | 2% | 6 | ||||||
| HashiCorp Boundary hashicorp.com | 2% | 15 | 320 | 7 | 173,934 | $26 | 29 | |
| Keeper keepersecurity.com Keeper Secrets Manager 2% | 2% | 6 | 210 | 2 | 126,627 company | $1,702 | 118 |
Google's top ten for the three searches hold 22 sites; 5 of them are among the sites the models cited here (delinea.com, g2.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 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 4.5ManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access ManagerManageEngine PAM360Heldagainst: CyberArk Privileged Access ManagerDelinea Secret Serveragainst: CyberArk Privileged Access ManagerManageEngine PAM360no first choiceagainst: Centrify, Delinea Privilege Manager
Two alternatives
Delinea Secret Server, miniOrange PAMTwo alternatives
Delinea Secret Server, miniOrange PAMTwo alternatives
Securden Unified PAM, miniOrange PAMTwo alternatives
JumpCloud, ManageEngine Password Manager ProGPT-5.4 miniKeeperPAMagainst: Delinea Secret ServerDelinea Secret ServerChanged1PasswordKeeperPAMagainst: CyberArk Privileged Access Managerno first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, One Identity Safeguard, Saviynt, WALLIX Bastion, senhasegura
One alternative
Okta Privileged AccessTwo alternatives
BeyondTrust, BeyondTrust Password SafeThree alternatives
Cisco Duo, Fortra Core Privileged Access Manager, Okta Privileged AccessTwo alternatives
Delinea Secret Server, StrongDMGemini 3.5 FlashKeeperPAMagainst: BeyondTrust, CyberArk Privileged Access ManagerStrongDMChangedagainst: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAMagainst: BeyondTrust, CyberArk Privileged Access ManagerDevolutions Serveragainst: BeyondTrust, CyberArk Privileged Access ManagerStrongDM, Teleportagainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Serveragainst: BeyondTrust, CyberArk Privileged Access Manager, IBM Security Verify Privilege, One Identity Safeguard, Symantec Privileged Access Manager
Three alternatives
Devolutions Server, Securden Unified PAM, StrongDMThree alternatives
KeeperPAM, Securden Unified PAM, TeleportThree alternatives
Devolutions Server, Securden Unified PAM, StrongDMFour alternatives
KeeperPAM, ManageEngine PAM360, Securden Unified PAM, TeleportFour alternatives
1Password, KeeperPAM, Microsoft Entra Privileged Identity Management, Securden Unified PAMPerplexity SonarManageEngine PAM360KeeperPAMChangedKeeperPAMManageEngine PAM360no first choiceagainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, One Identity Safeguard
Five alternatives
Delinea Secret Server, Devolutions Starter Pack, KeeperPAM, StrongDM, TeleportFour alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, TeleportSix alternatives
Delinea Secret Server, Devolutions Starter Pack, JumpCloud, ManageEngine PAM360, StrongDM, TeleportFour alternatives
AWS Secrets Manager, Devolutions Starter Pack, KeeperPAM, SSH PrivXGrok 4.20ManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAM, ManageEngine PAM360Changedagainst: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAMJumpServer, Teleportagainst: HashiCorp Vault, ManageEngine PAM360Delinea Secret Serveragainst: CyberArk Privileged Access Manager, Delinea Secret Serveragainst: ARCON PAM, BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, IBM Security Verify Privilege Vault, WALLIX Bastion
Two alternatives
KeeperPAM, TeleportThree alternatives
Delinea Secret Server, StrongDM, TeleportFour alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, miniOrange PAMOne alternative
KeeperPAMFive alternatives
BeyondTrust, Heimdal PAM, ManageEngine PAM360, StrongDM, TeleportMistral SmallKeeperPAM, ManageEngine PAM360Delinea Secret Server, ManageEngine PAM360Changedagainst: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAMManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access Managerno first choiceagainst: CyberArk Privileged Access Manager, ManageEngine PAM360against: ARCON PAM, CyberArk Privileged Access Manager
Three alternatives
Delinea Secret Server, StrongDM, TeleportTwo alternatives
KeeperPAM, miniOrange PAMSix alternatives
Delinea Secret Server, Devolutions Starter Pack, JumpCloud, ManageEngine PAM360, StrongDM, TeleportFour alternatives
AWS Secrets Manager, Delinea Secret Server, KeeperPAM, SSH PrivXFour alternatives
BeyondTrust Privileged Remote Access, Delinea Secret Server, Microsoft Defender for Identity, Okta Privileged AccessDeepSeek V4 FlashKeeperPAMKeeperPAMHeldagainst: BeyondTrust, CyberArk Privileged Access Manager, One Identity SafeguardKeeperPAMAdmin By Requestagainst: BeyondTrust, CyberArk Privileged Access Managerno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manageragainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server
Four alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, TeleportThree alternatives
Delinea Secret Server, ManageEngine PAM360, Securden Unified PAMFive alternatives
Delinea Secret Server, HashiCorp Boundary, ManageEngine PAM360, StrongDM, TeleportThree alternatives
JumpServer, KeeperPAM, ManageEngine PAM360Six alternatives
Delinea Secret Server, JumpCloud, KeeperPAM, ManageEngine PAM360, StrongDM, TeleportLlama 4 Maverickno first choiceDelinea Secret Server, KeeperPAM, ManageEngine PAM360ChangedKeeperPAMKeeperPAMno first choiceagainst: BeyondTrust, CyberArk Privileged Access Manager
Three alternatives
AWS Secrets Manager, JumpCloud, SSH PrivXFour alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, TeleportSix alternatives
Delinea Secret Server, JumpCloud, ManageEngine PAM360, One Identity PAM Essentials, StrongDM, TeleportQwen 3.7 FlashTeleportManageEngine PAM360Changedagainst: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAMagainst: ManageEngine PAM360KeeperPAMagainst: CyberArk Privileged Access ManagerKeeper Secrets Manageragainst: BeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Server, HashiCorp Vaultagainst: 1Password, BeyondTrust, CyberArk Privileged Access Manager, LastPass, One Identity Safeguard, Symantec Privileged Access Manager, WALLIX Bastion
Three alternatives
BeyondTrust, HashiCorp Vault, InfisicalTwo alternatives
KeeperPAM, TeleportTwo alternatives
StrongDM, TeleportThree alternatives
Devolutions Server, JumpCloud, TeleportThree alternatives
1Password, Bitwarden, LastDashKimi K2Delinea Secret Server, ManageEngine PAM360against: BeyondTrust, CyberArk Privileged Access ManagerKeeperPAM, ManageEngine PAM360Changedagainst: CyberArk Privileged Access ManagerManageEngine PAM360Delinea Secret Serveragainst: CyberArk Privileged Access ManagerDelinea Secret Server, StrongDM, Teleportagainst: BeyondTrust, CyberArk Privileged Access Manager, WALLIX Bastionagainst: BeyondTrust, CyberArk Privileged Access Manager, One Identity Safeguard, WALLIX Bastion
Two alternatives
KeeperPAM, Securden Unified PAMOne alternative
Delinea Secret ServerFour alternatives
Delinea Secret Server, HashiCorp Vault, KeeperPAM, TeleportTwo alternatives
KeeperPAM, ManageEngine PAM360Four alternatives
1Password, Bitwarden, ConductorOne, OpalGLM 4.7 FlashXKeeperPAMKeeperPAMHeldagainst: CyberArk Privileged Access ManagerKeeperPAMJumpServer, TeleportBeyondTrust, CyberArk Privileged Access Manager, Delinea Secret Servernothing named
Five alternatives
Delinea Secret Server, JumpCloud, ManageEngine PAM360, StrongDM, TeleportTwo alternatives
Delinea Secret Server, ManageEngine PAM360Four alternatives
Britive, ManageEngine PAM360, StrongDM, TeleportTwo alternatives
KeeperPAM, ManageEngine PAM360One alternative
1PasswordMiniMax M2.5KeeperPAMManageEngine PAM360ChangedKeeperPAMHashiCorp Boundary, Teleportno first choiceagainst: CyberArk Privileged Access Manager
Four alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, TeleportThree alternatives
Admin By Request, Delinea Secret Server, KeeperPAMFour alternatives
Delinea Secret Server, ManageEngine PAM360, StrongDM, TeleportTwo alternatives
JumpCloud, KeeperPAMBold 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 12:36 | yes | 15 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 12:36 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:26 | yes | 20 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 12:11 | yes | 20 | 5 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 10:02 | yes | 42 | 18 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:05 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:39 | yes | 19 | 15 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:20 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 11:00 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:17 | yes | 13 | 38 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:06 | yes | 24 | 88 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 14:08 | yes | 9 | 37 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 13:07 | yes | 17 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:03 | yes | 3 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 14:12 | yes | 16 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 10:49 | yes | 20 | 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 12:52 | yes | 10 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:57 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:15 | yes | 8 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 12:04 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:18 | yes | 5 | 48 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 10:56 | yes | 20 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:12 | yes | 27 | 42 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:08 | yes | 5 | 33 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 09:49 | yes | 9 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 11:18 | yes | 4 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 13:43 | yes | 13 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 11:28 | yes | 16 | 10 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 10:48 | yes | 41 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 11:44 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 12:45 | yes | 18 | 20 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:49 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 12:51 | yes | 10 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:32 | yes | 24 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:31 | yes | 28 | 88 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:13 | yes | 20 | 52 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 11:27 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:47 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 09:27 | yes | 17 | 32 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 10:59 | yes | 20 | 6 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 10:20 | yes | 39 | 18 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 12:55 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 13:20 | yes | 28 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 13:57 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 14:12 | yes | 19 | 114 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 12:42 | yes | 8 | 22 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 12:04 | yes | 13 | 64 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 13:22 | yes | 5 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 14:00 | yes | 16 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 10:51 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 12:14 | yes | 11 | 27 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 11:33 | yes | 20 | 12 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 12:54 | yes | 18 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 13:26 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 09:53 | yes | 20 | 24 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 10:22 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:26 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 13:02 | no | 0 | 38 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 13:46 | no | 0 | 12 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 12:13 | yes | 5 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 12:04 | yes | 0 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 13:43 | yes | 4 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 11:56 | yes | 11 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 11:08 | 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 13:52 | yes | 21 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 10:58 | yes | 14 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 10:29 | yes | 19 | 18 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 11:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 13:41 | yes | 8 | 39 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 09:59 | yes | 19 | 32 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 10:38 | yes | 23 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 10:02 | yes | 10 | 43 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
CyberArk read as CyberArk Privileged Access Manager
Delinea read as Delinea Secret Server
Delinea (Cloud Suite) read as Delinea Secret Server
Delinea (Secret Server) 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 (Hub & Server) read as Devolutions Server
Keeper Business Starter read as KeeperPAM
Keeper Security read as KeeperPAM
Keeper Security (Business Starter) read as KeeperPAM
Keeper Security (KeeperPAM) read as KeeperPAM
One Identity read as One Identity Safeguard
Securden read as Securden Unified PAM
Thycotic read as Delinea Secret Server
Thycotic (Dassault Systèmes) read as Delinea Secret Server
Thycotic (now Delinea) read as Delinea Secret Server
Thycotic/now Delinea offerings in their full enterprise configurations read as Delinea Secret Server
WALLIX read as WALLIX Bastion
Wallix read as WALLIX Bastion
miniOrange read as miniOrange PAM
Unresolved, counted raw
Delinea Privilege Manager
Heimdal PAM
IBM Security Verify Privilege (and IBM DevOps Vault)
IBM Security Verify Privilege Vault
LastDash
Discontinued, still offered
No shut-down product was recommended here.