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Non-human identity management · October 2026 Edition

Aembit vs Token Security

One of fourteen models named Aembit first on the direct prompt; two named Token Security. Aembit was named by nine of the fourteen models and Token Security by six and Aembit carries 16 labels and Token Security 11, so the shares are not directly comparable.

Aembit

accepted challenger

Named in one category this edition.

Token Security

accepted challenger

Named in one category this edition.

First-choice share5%5%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate6%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#7#8A position in a field of 16; printed, not drawn.
Labels1611A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Aembit reading right to left. Rank and label count are printed, not drawn.JumpCloud vs Aembit · JumpCloud vs Token Security · Entro Security vs Aembit

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the non-human identity management page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AembitFirst choices, of fourteen modelsToken Security
Direct12
Paraphrase00
Comparative001 against Aembit
Budget-constrained101 against Token Security
Scale-constrained00
Negative01
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Aembit and Token Security were named in the same answer eleven times, of the 51 answers naming Aembit and the 31 naming Token Security. In those answers Token Security took the first choice two times and Aembit two.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Aembit and Token Security stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Aembit Token Security first choice named as an alternative argued againstblank: not namedEach cell is one answer, Aembit on the left and Token Security on the right.

The direct prompt

The plain question, one answer per model, grouped by where Aembit and Token Security stood in it.

Aembit first, Token Security not the choice

1 of 14 modelsToken Security was named in the answer but not as the choice, or not at all.
Mistral SmallAembit alternatives: Entro Security, Oasis Security

Token Security first, Aembit an alternative

2 of 14 modelsAembit was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashToken Security alternatives: Astrix Security, Entro Security
GPT-6 LunaToken Security alternatives: Aembit, Astrix Security, Cisco, Cyera, Entro Security, Oasis, SailPoint

Neither was the first choice, one was named

5 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Gemini 3.5 FlashEntro Security alternatives: Aembit, Akeyless, Oasis Security
Grok 4.1 FastJumpCloud alternatives: Aembit, Akeyless, Astrix Security, One Identity
Qwen 3.7 FlashJumpCloud alternatives: Aembit, Akeyless, One Identity
Kimi K2JumpCloud alternatives: Aembit, P0 Security
Muse Glimmer 30BEntro Security, Oasis alternatives: Aembit, AppViewX, CyberArk Identity Security Platform, Defakto, HashiCorp Vault, JumpCloud, Keyfactor, Venafi

Neither was named

6 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5JumpCloud alternatives: Delinea, HashiCorp Vault, Natoma, Oasis Security
GPT-5.4 miniEntro Security alternatives: Akeyless, One Identity Manager
Perplexity SonarFrontegg alternatives: Descope, OneLogin, Stytch, WorkOS
Llama 4 Maverickno first choice alternatives: One Identity
GLM 4.7 FlashXMicrosoft Entra ID alternatives: KeeperPAM, Oasis Security, One Identity
MiniMax M2.5JumpCloud alternatives: Oasis Security, One Identity, Saviynt Identity Cloud

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Aembit leads by ten points.
Aembit10%#2 of 17
Token Security0%#14 of 17
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Aembit5%#7 of 16
Token Security5%#8 of 16
The full mid-market standing →
Enterprise
Aembit leads by eight points.
Aembit8%#2 of 15
Token Security0%#– of 15
The full enterprise standing →

What the models said about Aembit

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Newer, smaller market share” GLM 4.7 FlashX · comparative prompt · soft negative
“Aembit stands out as the best pure-play non-human identity management platform” Mistral Small · direct prompt · first choice
“Aembit is my pick for low-cost managed workload access” GPT-6 Luna · budget prompt · first choice
“Secretless workload-to-workload access—replacing static credentials rather than just cataloging them | Aembit” GPT-6 Luna · direct prompt · alternative

What the models said about Token Security

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Token Security | ~$50K–$100K/yr starter packages” DeepSeek V4 Flash · budget prompt · hard negative
“Oasis Security, Token Security, and Clutch are highlighted as more purpose-built for NHI management, so they may be safer choices” Mistral Small · negative prompt · first choice
“Go with Token Security — it's purpose-built, independent, and scales well for mid-tier orgs” DeepSeek V4 Flash · direct prompt · first choice
“My default pick: Token Security” GPT-6 Luna · direct prompt · first choice
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.