Non-human identity management for small business buyers
Asked as “non-human identity management platform”, and as “machine identity and service account security tool”, on behalf of a small B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
20%
Contested · Aembit 10%
20JumpCloud10Aembit10Infisical61others
20% 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 four 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.
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
13
14
15
16
17Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01JumpCloud20%
JumpCloud20%02Aembit10%
Aembit10%03Infisical10%
Infisical10%04HashiCorp Vault6%
HashiCorp Vault6%05Akeyless4%
Akeyless4%06Doppler4%
Doppler4%07GitGuardian NHI Governance4%
GitGuardian NHI Governance4%08Microsoft Entra ID4%
Microsoft Entra ID4%09Okta4%
Okta4%10Oasis Security2%
Oasis Security2%11Delinea2%
Delinea2%12Astrix Security2%
Astrix Security2%13SailPoint2%
SailPoint2%14Token Security0%
Token Security0%15Entro Security0%
Entro Security0%16Venafi0%
Venafi0%17CyberArk Identity Security Platform0%
CyberArk Identity Security Platform0%What they warned about
Four 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, Qwen 3.7 Flash and Kimi K2 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.
SailPoint71%
10 of 14 labels negative · 8 of 12 models · 4 hard negative
“Platforms that are generally overkill / high caution for SMBs ... SailPoint ... "Less suited to smaller teams as reviews consistently note deployment complexity and enterprise-level cost"” Muse Glimmer 30B, negative prompt
CyberArk Identity Security Platform82%
14 of 17 labels negative · 7 of 12 models · 3 hard negative
“Platforms to **Avoid or Be Cautious About**... **CyberArk**: ... **expensive for smaller orgs** ... not ideal for SMBs” Grok 4.1 Fast, negative prompt
Astrix Security52%
11 of 21 labels negative · 6 of 12 models · 3 hard negative
“Starting around **$300K base per year**... entirely outside a small business budget.” DeepSeek V4 Flash, negative prompt
Entro Security36%
10 of 28 labels negative · 5 of 12 models · 3 hard negative
“What to Avoid - Entro Security and Oasis Security: These dedicated NHI platforms are enterprise-focused” Kimi K2, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
79 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1178 links across 265 sites, every framing counted. Ranked by the number of answers carrying the site or page.
39 answers · 41 citations · 11 models
39 answers · 40 citations · 11 models
36 answers · 46 citations · 10 models
vendor site · SourceForge34 answers · 38 citations · 11 models
vendor site · One Identity32 answers · 32 citations · 11 models
vendor site · CyberPress29 answers · 36 citations · 9 models
24 answers · 32 citations · 11 models
24 answers · 24 citations · 10 models
vendor site · G223 answers · 28 citations · 10 models
vendor site · Lumos20 answers · 20 citations · 10 models
20 answers · 20 citations · 9 models
19 answers · 24 citations · 11 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
38 answers · 11 models
32 answers · 11 models
30 answers · 10 models
30 answers · 11 models
29 answers · 11 models
24 answers · 10 models
20 answers · 9 models
20 answers · 9 models
19 answers · 8 models
15 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best non-human identity management platform”, “non-human identity 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 |
|---|---|---|---|---|---|---|---|---|
| JumpCloud jumpcloud.com | 20% | 321 | 12,100 | 244 | 108,479 | $8,612 | 80 | |
| Aembit aembit.io | 10% | 50 | 590 | 4 | 3,239 | 0 | ||
| Infisical infisical.com | 10% | 159 | 4,400 | 40 | 4,742 | 14 | ||
| HashiCorp Vault hashicorp.com | 6% | 357 | 5,400 | 317 | 173,934 | $26 | 29 | |
| Bitwarden bitwarden.com Bitwarden Secrets Manager 6% | 6% | 59 | 165,000 | 2,160 | 474,514 company | $62 | 52 | |
| Akeyless akeyless.io | 4% | 155 | 1,000 | 16 | 3,357 | $916 | 24 | 5 |
| Doppler doppler.com | 4% | 163 | 90,500 | 11,875 | 2,255 | 12 | ||
| GitGuardian NHI Governance gitguardian.com | 4% | 35 | 0 | 13,653 | 31 | 9 | ||
| Microsoft parent site Microsoft Entra ID 4% | 4% | 480 | 2,240,000 | 403,136 | ||||
| 1Password 1password.com | 4% | 281 | 201,000 | 3,085 | 927,263 | 120 |
Google's top ten for the two searches hold 18 sites; 1 of them are among the sites the models cited here (oneidentity.com). The first result for “best non-human identity management platform” is saviynt.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 non-human identity management platform for a small B2B company?”Paraphrase“Which machine identity and service account security tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top non-human identity management platforms for a small team and how do they differ?”Budget-constrained“What is the best non-human identity management platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a non-human identity management platform. What should we look at?”Negative“Which non-human identity management platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Astrix Security1Password, Oasis SecurityChangedAstrix SecurityGitGuardian NHI Governanceno first choiceagainst: Auth0, CyberArk Identity, IBM Verify, Okta
Two alternatives
Oasis Security, Token SecurityOne alternative
SSOJetFour alternatives
Britive, Clutch Security, Entro Security, Token SecurityTwo alternatives
Akeyless, DopplerGPT-5.4 miniHashiCorp Vaultagainst: Microsoft Entra SuiteKeyfactorChangedAembit, Microsoft Entra Workload IDAmazon Cognitoagainst: Entro Security, Hush, Zlurino first choicenothing named
Two alternatives
Aembit, TeleportOne alternative
CyberArk Machine Identity Security / Certificate ManagerFive alternatives
Britive, Entro Security, HashiCorp Vault, Hush, Oasis SecurityTwo alternatives
1Password Unified Access, AkeylessGemini 3.5 FlashAembitagainst: Astrix Security, Entro Security, HashiCorp Vault, Oasis SecurityInfisicalChangedagainst: CyberArk Identity Security Platform, VenafiDoppler, Infisicalagainst: CyberArk Identity Security Platform, HashiCorp VaultBitwarden Secrets Manager, Infisicalagainst: Astrix Security, Entro Security, HashiCorp Vault, OasisMicrosoft Entra ID, Oktaagainst: AWS Secrets Manager, Google Secret Manager, HashiCorp Vaultagainst: Astrix Security, CyberArk Conjur, Delinea, Entro Security, HashiCorp Vault, Keycloak, Keyfactor, Oasis Security, OpenLDAP, Thycotic, Token Security, Venafi
Six alternatives
Akeyless, Clutch Security, GitGuardian NHI Governance, IAM Roles for Service Accounts, Microsoft Entra Workload ID, Workload Identity FederationTwo alternatives
Akeyless, DopplerFour alternatives
Akeyless, Astrix Security, Entro Security, Token SecurityTwo alternatives
Doppler, OpenBaoThree alternatives
Aembit, GitGuardian NHI Governance, Token SecurityPerplexity SonarDescope, JumpCloudJumpCloud, Sectigo Certificate ManagerChangedagainst: SailPoint, Saviynt Identity CloudEntro SecurityJumpCloudagainst: Entro Security, Entro Starter Pack, Oasis Security, Oasis Starter Packno first choicenothing named
Two alternatives
Oasis Security, One IdentityFour alternatives
Akeyless, Astrix Security, GitGuardian NHI Governance, NatomaOne alternative
Passbolt Community EditionGrok 4.1 FastJumpCloudagainst: CyberArk Identity Security Platform, Delinea, One Identity, SailPointJumpCloudHeldagainst: Aqua Security, VezaAembit, HashiCorp Vaultagainst: Infisical, Okta, SailPointInfisicalagainst: CyberArk Identity Security Platform, HashiCorp Vaultno first choiceagainst: CyberArk Identity Security Platform, Okta, SailPoint, Saviynt Identity Cloud
Four alternatives
Apono, Entro Security, HashiCorp Vault, Microsoft Entra IDTwo alternatives
Cyscale, Entro SecurityFour alternatives
Akeyless, Astrix Security, Entro Security, JumpCloudFour alternatives
Akeyless, Frontegg, GitGuardian NHI Governance, JumpCloudMistral SmallSailPointOktaChangedEntro Security, OasisMicrosoft Entra IDno first choicenothing named
Two alternatives
Descope, One IdentityThree alternatives
CyberArk Identity Security Platform, HashiCorp Vault, VenafiFour alternatives
Defakto, JumpCloud, Saviynt Identity Cloud, Token SecurityOne alternative
SecurdenDeepSeek V4 FlashAembitagainst: Astrix Security, Entro Security, OasisJumpCloudChangedagainst: CyberArk Identity Security Platform, DelineaAembitagainst: Astrix Security, Entro Security, Oasis SecurityAembitAkeyless, Defakto, Natomaagainst: Clutch, Oasis Security, Tokenagainst: Astrix Security, Clutch Security, CyberArk Identity Security Platform, Oasis Security, SailPoint, Token Security, Veza
Two alternatives
Doppler, HashiCorp VaultThree alternatives
Akeyless, HashiCorp Vault, ManageEngineThree alternatives
Akeyless, Doppler, GitGuardian NHI GovernanceThree alternatives
HashiCorp Vault, JumpCloud, Sectigo Certificate ManagerTwo alternatives
HashiCorp Vault, JumpCloudLlama 4 Maverickno first choiceno first choiceHeldno first choiceno first choiceno first choiceagainst: Ory
Qwen 3.7 FlashHashiCorp VaultDopplerChangedAkeylessagainst: Astrix SecurityAWS Secrets Manager, AkeylessDelineaagainst: CyberArk Identity Security Platformagainst: IBM Verify, OneAccess, SailPoint
Five alternatives
AWS IAM Roles Anywhere, Akeyless, Doppler, JumpCloud, One IdentityTwo alternatives
Akeyless, SPIREFour alternatives
HashiCorp Boundary, HashiCorp Vault, Ory, Secrets Manager / AWS Systems Manager Parameter StoreOne alternative
InfisicalTwo alternatives
HashiCorp Vault, Keeper Secrets ManagerKimi K2GitGuardian NHI Governanceagainst: CyberArk Identity Security Platform, Entro Security, SailPoint, Venafi1PasswordChangedagainst: BeyondTrust, CyberArk Identity Security Platform, DelineaAkeyless, Doppleragainst: HashiCorp VaultBitwarden Secrets Manageragainst: Astrix Security, Doppler, Entro Security, HashiCorp Vault, Oasis Securityno first choiceagainst: Akeyless, Astrix Security, BeyondTrust, CyberArk Identity Security Platform, Delinea, Entro Security, ServiceNow NHIM
Two alternatives
Akeyless, JumpCloudThree alternatives
Bitwarden, HashiCorp Vault, Microsoft Entra IDTwo alternatives
1Password, JumpCloudTwo alternatives
Infisical, OpenBaoGLM 4.7 FlashXJumpCloudJumpCloudHeldInfisicalagainst: CyberArk ConjurInfisical, Keycloakno first choiceagainst: CyberArk CIEM, JumpCloud, Microsoft Entra ID, Okta, Ping Identity, SailPoint, ServiceNow NHIM, Venafi
Two alternatives
1Password, OktaSix alternatives
Delinea, Doppler, HashiCorp Vault, Infisical, Netwrix Privilege Secure, Semperis Directory Services ProtectorThirteen alternatives
AWS Secrets Manager, Akeyless Identity Security Platform, Apono, Defakto, Entro Security, GitGuardian NHI Governance, Google Secret Manager, HashiCorp Vault, JumpCloud, KeeperPAM, Securden Unified PAM, Wiz, ZuploFour alternatives
AWS Secrets Manager, Azure Key Vault, Google Secret Manager, OryTwo alternatives
HashiCorp Vault, OktaMiniMax M2.5JumpCloudJumpCloudHeldAembitAembitno first choiceagainst: BeyondTrust, CyberArk Identity Security Platform, Okta, SailPoint, ServiceNow's NHIM solution
Two alternatives
Aembit, Microsoft Entra IDTwo alternatives
Sectigo Certificate Manager, VenafiFour alternatives
Akeyless, GitGuardian NHI Governance, JumpCloud, ZluriThree alternatives
GitGuardian NHI Governance, JumpCloud, NatomaBold 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
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 | 2026-10-04 21:31 | yes | 18 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:31 | yes | 3 | 4 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:20 | yes | 19 | 29 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 21:37 | yes | 22 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 20 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:26 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:33 | yes | 20 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:23 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:22 | yes | 14 | 63 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:29 | yes | 24 | 23 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:28 | yes | 22 | 48 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:30 | yes | 22 | 37 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:26 | yes | 9 | 6 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:31 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:35 | yes | 16 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 21:22 | yes | 24 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:21 | yes | 25 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:31 | yes | 24 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:32 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:30 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:29 | yes | 20 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:42 | yes | 14 | 18 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:42 | yes | 10 | 48 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:20 | yes | 9 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:39 | yes | 7 | 10 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:29 | yes | 23 | 32 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 21:40 | yes | 21 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:42 | yes | 20 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:21 | yes | 7 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:36 | yes | 19 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:38 | yes | 5 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:28 | yes | 20 | 69 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:31 | yes | 24 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:21 | yes | 25 | 37 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:21 | yes | 19 | 36 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:41 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:32 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:23 | yes | 21 | 25 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-04 21:31 | yes | 21 | 2 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:36 | yes | 10 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:26 | yes | 24 | 25 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:37 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:23 | yes | 15 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:30 | yes | 23 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:26 | yes | 25 | 24 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:41 | yes | 13 | 42 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:36 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:41 | no | 0 | 10 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:24 | yes | 14 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 21:37 | yes | 26 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:24 | yes | 16 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:35 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:24 | yes | 19 | 33 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:27 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:18 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:41 | yes | 15 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:18 | yes | 14 | 15 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:26 | yes | 5 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 21:33 | yes | 19 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 21:18 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 21:34 | yes | 18 | 29 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 21:33 | yes | 23 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 21:19 | yes | 19 | 10 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 21:24 | yes | 7 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 21:25 | yes | 21 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 21:32 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 21:34 | yes | 9 | 37 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 21:37 | yes | 24 | 26 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 21:21 | yes | 15 | 41 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 21:43 | yes | 19 | 36 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
Astrix read as Astrix Security
Astrix (now Cisco) read as Astrix Security
CyberArk read as CyberArk Identity Security Platform
CyberArk (Conjur) read as CyberArk Identity Security Platform
Entro read as Entro Security
GitGuardian read as GitGuardian NHI Governance
Microsoft Entra read as Microsoft Entra ID
Microsoft Entra (Identity Governance add‑ons) read as Microsoft Entra ID
SailPoint's Machine Identity Security read as SailPoint Machine Identity Security
Saviynt read as Saviynt Identity Cloud
Sectigo read as Sectigo Certificate Manager
Unresolved, counted raw
1Password Unified Access
Azure Entra ID recommendations
CyberArk CIEM
CyberArk Conjur Community
CyberArk Machine Identity Security / Certificate Manager
Cydenti
GCP service accounts
GitHub Actions OIDC
Google Workload Identity
Hush Security
IAM Roles for Service Accounts
Infisical Open Source
Microsoft Entra Suite
Oak
OneAccess
OpenLDAP
Passbolt Community Edition
Secrets Manager / AWS Systems Manager Parameter Store
ServiceNow's NHIM solution
Solvo
TigerIdentity
Workload Identity Federation
cloud IAM primitives in AWS/GCP
Discontinued, still offered
No shut-down product was recommended here.