Software advice
Best AI Identity and Access Management Software in 2026
AI identity and access management software controls who and what can sign in to systems, and uses machine learning, behavioral analytics or language models to score login risk, spot identity attacks and govern access for people, service accounts and AI agents. It covers authentication, single sign-on, access governance and identity threat detection. It is not a password manager, an endpoint agent or a general SIEM.
Quick answer
Silverfort ranks first for runtime protection of legacy and Active Directory identities. Veza is the pick for seeing and cleaning up entitlements, and JumpCloud suits smaller IT teams that want directory, login and devices with published prices.
Buying identity software now means choosing which layer fails first: the login, the permissions behind it, or the machine and AI agent accounts nobody reviews. This ranking judges how each vendor uses AI against that problem, what it costs, what data handling the vendor states, how hard leaving is, and which team size it fits. Evidence comes from each vendor's own pages in October 2026, and prices are as of October 2026. Vendors with quote-only pricing are marked as such rather than guessed. Smaller and focused vendors rank ahead of the biggest brands. Claims about detection quality come from vendors, not from independent tests.
The 13 best AI identity and access management software in 2026, ranked
There is no score. Vendors can pay for more visibility on this website, for example a higher place in a ranking or more room on a page. Commercial relationships can also affect which products we feature and how prominently. How we rank.
| # | Tool | Best for | Free plan | Entry price |
|---|---|---|---|---|
| 1 | Silverfort | Security teams protecting Active Directory, legacy systems and service accounts without replacing their identity provider | No | Quoted |
| 2 | Veza | Teams that need to see who can reach which data across cloud, SaaS and on-premises | No | Quoted |
| 3 | Saviynt | Large enterprises running identity governance who now have to register and control AI agents as identities | Trial | Quoted |
| 4 | JumpCloud | Small and mid-size IT teams wanting directory, login, devices and AI-agent governance in one console | Trial | $11 per user per month billed annually (SSO and MFA package) |
| 5 | Auth0 | Developers adding login, MFA and bot protection to customer-facing apps and AI agent workflows | Yes | $35 per month for up to 500 monthly active users |
| 6 | Duo | Small and mid-size organizations that want MFA and device trust with published per-user prices | Yes | $3 per user per month (Duo Essentials) |
| 7 | Ping Identity | Large enterprises with mixed on-premises and cloud estates that want flexible deployment and orchestration | No | Quoted |
| 8 | SailPoint | Enterprises running access certification and lifecycle governance for people, machines and AI agents | Trial | Quoted |
| 9 | Okta | Companies standardizing workforce login and lifecycle across a large catalog of cloud apps | Trial | $6 per user per month (Starter suite, billed annually) |
| 10 | Microsoft Entra ID | Microsoft 365 organizations that want risk-based conditional access without adding another vendor | Trial | $7 per user per month (Entra ID P1, billed annually) |
| 11 | Descope | Developer teams adding passwordless login, SSO and agent identity to their own apps | Yes | $249 per month |
| 12 | Stytch | Developers who want one auth API with fraud checks and pre-built login interfaces | Yes | $0, usage-based |
| 13 | Clerk | Product teams on React and Next.js who want drop-in sign-in screens and user management | Yes | $20 per month billed annually |
- 1
Silverfort
Silverfort takes first place because its design is the most specific answer to identity attacks: it sits inside the existing identity infrastructure and decides at the moment of each authentication, using behavioral analytics and context. That covers on-premises and legacy systems that cloud single sign-on tools skip. It is a security layer rather than a directory, so you still need an identity provider underneath.
Strong on
- Runtime Access Protection evaluates each authentication inline, so legacy and command-line access gets the same checks as cloud apps.
- Behavioral analytics and an automated block, challenge or restrict response are described without a human in the loop.
- Packages add non-human identity and AI agent controls on top of the Core posture and MFA modules.
Weak on
- No published prices, and the tier you need depends on which modules, such as ITDR, sit above Core.
- It enforces on top of other identity systems, so it does not replace your directory or single sign-on.
Skip it if: Small teams with only cloud apps who want one product handling directory, login and device management together. Four packages (Core, Plus, Advanced, Enterprise) are sized to the organization and every one ends in a quote request.
- 2
Veza
Veza ranks second because it starts from entitlements rather than logins: its Access Graph maps users, groups, roles and permissions across systems, and Access AI lets you query that graph in plain questions. That suits access reviews and least-privilege cleanup in large estates. It governs and reports on access more than it authenticates users, so it sits beside a login provider.
Strong on
- The Access Graph links people, machines and third parties to the permissions they hold across more than 325 listed integrations.
- Access AI answers questions about enterprise-wide access, which shortens the search for dormant accounts and excess privileges.
- Separate modules cover identity governance, posture management and AI agent security.
Weak on
- Pricing and plan structure are not public, so cost only appears after a sales conversation.
- It does not issue logins or MFA itself, so you still need a separate authentication provider.
Skip it if: Companies looking for single sign-on and MFA for a few hundred staff rather than a governance program. The site offers demo requests only; no plan names or rates were found on public pages.
- 3
Saviynt
Saviynt ranks third because it treats AI agents as a governed identity type next to employees and contractors. Its Zuma product registers agents, finds shadow AI and checks intent and context for each request at runtime, while the core product handles governance and privileged access. The scope is wide, and the packaging reads as an enterprise program rather than a quick deployment.
Strong on
- Zuma registers AI agents with their access and risk profile, and looks for unmanaged agents in the environment.
- The tiers climb from governance to posture management, just-in-time access and privileged access in one vendor.
- A free trial and a no-cost posture assessment for AI and non-human identities lower the cost of a first look.
Weak on
- Tier contents are public but prices are not, so a budget comparison needs a quote.
- The breadth of governance, privilege and AI modules makes a small rollout hard to justify.
Skip it if: Small companies without an identity governance team that need login and device policies running in a week. Tiers are described by feature without prices; the AI identity product has a free trial.
- 4
JumpCloud
JumpCloud sits fourth because it is the one product here that replaces a directory, not just watches it: single sign-on, MFA, device management and a new Agentic IAM module live in one cloud service with prices on the page. The AI features are newer than the core, and the larger Platform packages still need a sales call.
Strong on
- Per-user prices are published, from $9 for device management to $13 for device identity management, billed annually.
- A 30-day trial and modular buying let a small team start with one product.
- Agentic IAM and Shadow AI Governance extend the directory to AI agents and unsanctioned AI tools.
Weak on
- Platform, Platform Prime and Essentials packages are quote-only, and Essentials is capped at 300 users.
- Deep identity-threat detection is thinner than at dedicated runtime-protection vendors.
Skip it if: Enterprises with an established directory and governance suite who want only a threat detection layer. Priced per module or package; monthly billing costs $2 more per user, and the Platform packages are by quote.
- 5
Auth0
Auth0 ranks fifth because it is the developer route to login for customers rather than staff, with a free tier of 25,000 monthly active users and attack protection against leaked passwords and scripted bot attacks. The AI angle is protection and agent-workflow authorization, not a risk engine you tune. It belongs here for customer identity, not workforce governance.
Strong on
- The free plan supports up to 25,000 monthly active users with unlimited social connections and basic attack protection.
- Attack protection targets password leaks, intruders and bots; Token Vault and Custom Token Exchange support agent workflows.
- Pricing for B2C and B2B is calculator-based and public for the lower tiers.
Weak on
- Enhanced attack protection and many extras sit in higher or add-on tiers, with enterprise pricing on request.
- It serves application login, so employee access governance and provisioning need other products.
Skip it if: IT administrators who want to manage staff devices and workforce SSO from one admin console. Priced by monthly active users and use case; the free tier covers up to 25,000 users.
- 6
Duo
Duo comes sixth because it is the clearest example of identity security with a price list: a free tier for ten users, then $3, $6 and $9 per user per month. Risk-based authentication, session theft protection and Cisco Identity Intelligence for threat detection arrive at the Advantage tier. Authentication is its strength, and deeper governance is not what it sells.
Strong on
- Four published tiers, with Duo Free for up to 10 users, make budgeting straightforward.
- Advantage adds risk-based authentication, session theft protection and ITDR through Cisco Identity Intelligence.
- Phishing-resistant MFA and passwordless login are included from the $3 Essentials tier.
Weak on
- The threat detection layer, including ITDR, only starts at the $6 Advantage tier.
- Access governance, certification campaigns and privileged access are outside what the pricing page lists.
Skip it if: Enterprises that need identity governance and lifecycle automation inside one vendor. Duo Free covers up to 10 users; Essentials, Advantage and Premier cost $3, $6 and $9 per user per month.
- 7
Ping Identity
Ping Identity ranks seventh because its AI claim, Helix, is described as an engine inside the platform but the page gives little on what it decides. What the site does show is range: orchestration across more than 350 connectors, and several deployment options. That favors complex enterprises. Without public pricing or detailed AI documentation, a buyer must test it in a pilot.
Strong on
- The platform lists more than 6,500 orchestrated capabilities across over 350 connectors for wiring identity into an existing stack.
- Flexible deployment options suit organizations that cannot move everything to the cloud at once.
- Helix is presented as the AI engine across the platform, alongside a push on securing AI agents.
Weak on
- The public pages do not say which decisions Helix makes, so AI value has to be proven in a pilot.
- No prices are published and the product family is large, which lengthens scoping.
Skip it if: Small IT teams looking for a priced package they can buy online and configure in an afternoon. No rate card on the public pages visited; the site routes buyers to sales contact.
- 8
SailPoint
SailPoint is eighth because its focus is governance: Atlas is the foundation connecting identities, entitlements and risk signals, and the site frames the job as owning every human, machine and AI agent identity. It is deep on certification and lifecycle, and less of a login product. Prices stay behind a quote, and the program size suits larger organizations.
Strong on
- Atlas links identities, entitlements, access paths and risk signals across human and agentic identities.
- Real-time governance and just-in-time access are listed for AI agents next to employees and bots.
- The site lists a Discovery Trial and a suite comparison before sales contact.
Weak on
- Rates are not published, so total cost depends on suite choice and volume.
- It governs access but does not replace a workforce login provider.
Skip it if: Companies that need MFA and single sign-on first and have no governance team yet. Suites are compared on the site but without rates; a Discovery Trial is advertised.
- 9
Okta
Okta ranks ninth because it is the incumbent: the biggest app catalog, suites priced from $6 per user per month, and an agent track under Okta for AI Agents. Identity Threat Protection arrives only in the Professional suite, whose price is quoted. Okta is a safe default rather than the sharpest answer to AI-driven identity attacks.
Strong on
- Suite prices for Starter, Core Essentials and Essentials are public, with a free trial for Starter.
- Okta for AI Agents verifies agent identity and sets permissions beside human identities.
- The Okta Integration Network covers a very wide range of apps.
Weak on
- Identity Threat Protection and the governance add-on cost extra or sit in higher suites.
- A $1,500 annual contract minimum applies to workforce identity, which affects very small buyers.
Skip it if: Small teams on a tight budget who need only simple MFA and have few apps. Core Essentials is $14 and Essentials $17; Professional and Enterprise are quoted, with a $1,500 annual minimum.
- 10
Microsoft Entra ID
Microsoft Entra ID is tenth because it is a default for Microsoft shops rather than a challenger: P1 at $7 and P2 at $10 per user per month, with risk-based policies and machine learning detections for identity takeover, plus Security Copilot for investigations. The tie to the wider Microsoft stack is the draw and the exit cost.
Strong on
- P2 states risk-based conditional access and detections built on advanced machine learning to block identity takeover.
- Security Copilot in Entra answers natural-language questions about risky users and authentication anomalies.
- Public per-user prices span ID P1, P2, Governance and the Entra Suite.
Weak on
- Risk detection and privileged access require the P2 tier, not the cheaper P1.
- Copilot and agent features add cost through other plans such as the Entra Suite or Microsoft 365 E7.
Skip it if: Organizations not on Microsoft cloud that want a vendor-neutral identity layer across many platforms. P1 is $7 and P2 is $10 per user per month, billed yearly; prices may vary with the Microsoft agreement.
- 11
Descope
Descope ranks eleventh because it manages the identity of your customers and AI agents, not your workforce, so it solves a narrower problem than the enterprise suites above it. Its visual flow builder and free tier are real strengths for a startup. SCIM, fine-grained authorization and data residency sit on the Growth tier at $799 monthly, which is a steep step.
Strong on
- Free Forever plan allows 7,500 monthly active users with all authentication methods
- Pro adds custom domain, self-service SSO setup and SOC 2 reports
- Growth lists SCIM, fine-grained authorization and multi-region data residency
Weak on
- SCIM and fine-grained authorization require the $799 Growth tier
- Built for application login, not workforce directories or access reviews
Skip it if: IT teams governing employee access to internal systems, privileged accounts or joiner-mover-leaver reviews. Pro starts at $249 monthly billed annually; the Free Forever plan covers 7,500 monthly active users.
- 12
Stytch
Stytch takes twelfth place because it is a developer authentication service that now belongs to Twilio, and it covers app login more than workforce governance. Its pricing page lists no feature gating, a 10,000 user free allowance and optional fraud tooling. That is attractive for builders but offers no identity governance, so it competes only on the customer login side of this category.
Strong on
- No feature gating, with OAuth, SSO, sessions and role-based access in every plan
- Free allowance includes unlimited organizations and five SSO or SCIM connections
- Optional fraud and risk prevention can be added to the same API
Weak on
- Enterprise features such as a 99.99% SLA and HIPAA BAA need a custom contract
- No access reviews or privileged account controls for employees
Skip it if: Security teams buying governance, certification campaigns or workforce single sign-on for staff. Pay as you go starts at $0 with 10,000 monthly active users included; a brand-removal add-on costs $99.
- 13
Clerk
Clerk comes thirteenth because it is a customer-authentication component kit and not an enterprise access platform. Prebuilt sign-in, profile and organization screens save weeks of work, and the free tier is generous. SSO connections cost $75 monthly each beyond the first, and there is nothing for governing employee entitlements, which keeps it at the bottom of an IAM ranking.
Strong on
- Hobby plan supports up to 50,000 monthly retained users per app with prebuilt UI
- Pro removes Clerk branding and adds multi-factor authentication and a custom session lifetime
- Machine authentication covers API keys and M2M tokens
Weak on
- Each extra SSO connection adds $75 per month
- No governance, access certification or privileged access features
Skip it if: Enterprises needing identity governance, directory-wide policies or workforce provisioning across hundreds of apps. Pro is $20 monthly on annual billing, and the Hobby plan stays free up to 50,000 retained users per app.
How these AI identity and access management software were judged
How does AI improve identity security in practice?
Three patterns recur. Microsoft describes advanced machine learning that blocks identity takeover through risk-based policies, and Silverfort describes behavioral analytics with a decision on each authentication. Veza uses Access AI to query a graph of permissions, and Saviynt applies runtime checks to AI agent requests. Ping Identity names Helix as its AI engine without saying what it decides. Detection claims come from vendors, so pilot with your own sign-in logs. Count false challenges your staff hit, and ask each vendor which actions run automatically and which wait for an administrator.
What does identity and access management cost per user?
Published rates exist for part of this field, as of October 2026. Duo is free for up to 10 users, then $3, $6 and $9 per user per month. Okta Starter is $6, Core Essentials $14 and Essentials $17. Microsoft Entra ID P1 is $7 and P2 $10. JumpCloud lists $11 for its SSO and MFA package. Auth0 starts at $35 per month for 500 monthly active users. Silverfort, Veza, Saviynt, Ping Identity and SailPoint do not publish rates. Add the cost of governance, privileged access and threat detection, which often sit in higher tiers or separate modules.
What identity data does the vendor see, and where does it go?
An identity product reads sign-in events, group memberships and often directory records, so ask where that data is processed. Silverfort's privacy policy refers to GDPR transfer mechanisms including standard contractual clauses, and Okta's privacy policy names a data protection officer and UK entity. Saviynt's policy lists support and communication subprocessors. Model training on customer data and regional hosting were not confirmed from public pages for most vendors here. Request the DPA, subprocessor list, retention settings and a written statement on training before signing.
How hard is it to leave an identity platform?
Exit cost depends on the layer. Governance and visibility tools such as Veza, SailPoint or Saviynt can be swapped without touching how users sign in, though reviews and policies must be rebuilt. A directory or single sign-on platform is harder: every app integration, device policy and MFA enrollment moves with it. Microsoft Entra ID is tied to Microsoft licensing, and Duo to Cisco. Open standards such as SAML, OIDC and SCIM ease migration, so check which ones each product supports and whether you can export users, groups and audit logs.
Which identity tool fits a 500-person company?
A 500-person company usually has no identity engineering team, so published prices and fast setup matter. JumpCloud and Duo fit when you need login, MFA and device trust at a stated cost, and Okta or Microsoft Entra ID suit firms already standardized on a large app catalog or Microsoft 365. Silverfort fits when Active Directory and legacy systems are the exposure. Veza, Saviynt and SailPoint make sense once audits and access reviews are the pain. Auth0 is for customer-facing apps, not staff.
How to choose an AI identity and access management platform in three steps
- Map where identities actually authenticate. List the systems people and service accounts log in to: cloud apps, Active Directory, command-line tools, legacy servers, customer apps. Cloud login platforms cover apps with modern protocols, while runtime protection such as Silverfort targets older systems. If a large share of your exposure is service accounts and AI agents, ask each vendor to show how it discovers them and who is recorded as owner, not only how it handles employee logins. Write the list down before any demo, so each vendor answers your map rather than its own.
- Separate login, governance and threat detection. Decide which of the three problems you are buying for, because few products do all of them well. Login and MFA come from directory vendors, reviews and least privilege from governance vendors, and attack response from threat detection layers. Write the budget per layer and check the tier where each feature starts. Several vendors here keep threat detection, privileged access or governance in higher tiers or separate modules, so a low headline price can hide the tier you actually need. Ask for the module list that matches your layers.
- Run a two-week pilot with your own sign-in data. Ask for a trial or proof of concept on a real slice of users: one department plus a set of service accounts. Record false challenges, the time to set up each app, and how many alerts need human review. Request the data processing agreement, retention settings and an export of users, groups and logs before you sign, so you know what leaving would involve. Keep the same slice of users for each vendor you test, which makes the comparison fair and shows which product needs the least tuning.
Frequently asked questions
What is the best AI identity and access management software in 2026?
Silverfort ranks first in this list because it decides at the moment of each authentication, including for legacy and on-premises systems. Veza leads for entitlement visibility, and JumpCloud is the pick for small IT teams wanting directory, login and devices with public prices. The ranking is editorial and based on each vendor's own pages as of October 2026.
Which identity tools publish their prices?
Duo, Okta, Microsoft Entra ID, JumpCloud and Auth0 publish at least some per-user or per-month rates as of October 2026. Silverfort, Veza, Saviynt, Ping Identity and SailPoint use quotes or demo requests. Even published rates can leave out governance, privileged access and threat detection add-ons, so confirm which tier includes each feature.
Do I need identity governance if I already have single sign-on?
Single sign-on proves who logs in, while governance checks what they can do afterward and removes access that no longer fits. Companies with audits, many contractors or sprawling SaaS permissions add a governance product such as Veza, SailPoint or Saviynt. A team of a few hundred people with few audit duties can usually start with SSO and MFA.
How do these tools secure AI agents?
Several vendors now register AI agents as identities. Saviynt's Zuma finds and registers agents, Silverfort lists AI Agent Security with real-time access policies, Okta offers Okta for AI Agents, and JumpCloud has Agentic IAM. Microsoft ties agent controls to Microsoft 365 E7 and the Entra Suite. Maturity differs, so ask for a demo using one of your own agents.
Is Microsoft Entra ID enough for a Microsoft 365 company?
Often yes for login and conditional access. P1 costs $7 per user per month and P2 $10, as of October 2026, and P2 adds risk-based detections. Gaps appear with non-Microsoft systems, legacy Active Directory attacks and governance needs, where companies add a layer such as Silverfort or a governance tool. Check which Entra features sit in P2 or the Entra Suite.
What does Duo cost compared with Okta?
Duo Essentials costs $3 per user per month, Advantage $6 and Premier $9, with Duo Free for up to 10 users. Okta Starter is $6, Core Essentials $14 and Essentials $17, with a $1,500 annual minimum. Duo centers on MFA and device trust, while Okta carries a broader suite for lifecycle and app integrations.
Can I replace Active Directory with these products?
JumpCloud sells a cloud directory aimed at replacing or modernizing Active Directory, and Duo, Okta, Ping Identity and Entra ID can sit in front of it. Silverfort is built to protect Active Directory and legacy systems in place rather than replace them. Which route fits depends on how many legacy servers and apps depend on the directory.
Do these vendors train AI on my identity data?
The vendor pages checked do not give a clear statement on model training for most products here. Silverfort and Okta publish privacy policies with transfer and contact details, and Saviynt lists subprocessors. Ask each vendor for a written statement on training, regional hosting and retention in the data processing agreement before signing.