[Home](https://cybersectools.com/) / [Categories](https://cybersectools.com/categories) / [Human Risk](https://cybersectools.com/categories/human-risk) / User and Entity Behavior Analytics

# User and Entity Behavior Analytics Solutions 2026

User and Entity Behavior Analytics (UEBA) solutions learn a baseline of normal behavior for every user, host, service account, and device, then flag the deviations signature-based controls miss: a credential logging in from two countries within an hour, a service account suddenly touching file shares it never reads, an employee bulk-downloading before resigning. The pitch is risk scoring over binary alerts, so analysts triage by who is acting unusually instead of drowning in raw events. CISOs turn to UEBA when insider threat, account takeover, and compromised credentials are the real exposure and hand-written rules have stopped scaling. Most modern UEBA lives inside a SIEM or XDR, though standalone and DLP-adjacent options persist for specific needs.

14 commercial products · [What is User and Entity Behavior Analytics (UEBA)?](https://cybersectools.com/glossary/ueba)

## Featured on CybersecTools

Paid placement: Featured vendors pay for a plan and show first. The shortlist positions are earned. [How we label paid slots](https://cybersectools.com/methodology)

- [Strike48 Platform](https://www.strike48.com/platform?utm_source=cybersectools.com&utm_medium=featured) (Featured): Security Operations
- [SecureIntent](https://secureintent.ai/?utm_source=cybersectools.com&utm_medium=featured) (Featured): Data Protection
- [Fortra](https://www.fortra.com/?utm_source=cybersectools.com&utm_medium=featured) (Featured): Data Protection
- [Lunar](https://lunarcyber.com/?utm_source=cybersectools.com&utm_medium=featured) (Featured): Threat Intelligence
- [Hudson Rock](https://www.hudsonrock.com/?utm_source=cybersectools.com&utm_medium=featured) (Featured): Threat Intelligence
- [Daylight Security](https://daylight.ai/?utm_source=cybersectools.com&utm_medium=featured) (Featured): Security Operations

## The Human Risk market

Company data as of 2026-11-02

- 156 companies sell in this market
- $292M raised in 16 rounds in the last 12 months
- 8 acquired in the last 12 months
- 17 founded in the last two years

[Explore the Human Risk market on Mandos](https://mandos.io/data/companies?utm_source=cybersectools.com&utm_medium=category&utm_campaign=human-risk)

## User and Entity Behavior Analytics solutions

All 15 · Free 1 · Commercial 14

1. [Illuma IllumaSHIELD Voice Authentication](https://cybersectools.com/tools/illuma-illumashield-voice-authentication) (User and Entity Behavior Analytics): Passive AI voice biometric authentication for contact center calls, no PINs or questions
2. [Innspark UEBA](https://cybersectools.com/tools/innspark-ueba) (User and Entity Behavior Analytics)
3. [Start Left® SPACE Behavioral Analytics Engine](https://cybersectools.com/tools/start-leftr-space-behavioral-analytics-engine) (User and Entity Behavior Analytics): Patented ML-based behavioral analytics engine for CI/CD & cloud risk detection.
4. [SaaS Alerts SaaS Monitoring](https://cybersectools.com/tools/saas-alerts-saas-monitoring) (User and Entity Behavior Analytics): ML-based SaaS user behavior monitoring and automated threat remediation.
5. [Fluency Security - New User Workflow](https://cybersectools.com/tools/fluency-security-new-user-workflow) (User and Entity Behavior Analytics · Free): AI-powered workflow monitoring new user creation & privilege escalation.
6. [Kenzo Identity Risk Engine](https://cybersectools.com/tools/kenzo-identity-risk-engine) (User and Entity Behavior Analytics): Identity risk engine that analyzes user behavior and correlates security data
7. [Happiest Minds Anomaly Detection](https://cybersectools.com/tools/happiest-minds-anomaly-detection) (User and Entity Behavior Analytics): ML-based anomaly detection solution for security, fraud, and device failures
8. [Viettel VCS-KIAN](https://cybersectools.com/tools/viettel-vcs-kian) (User and Entity Behavior Analytics): UEBA solution using ML and big data to detect APTs via behavior profiling
9. [Gurucul UEBA](https://cybersectools.com/tools/gurucul-ueba) (User and Entity Behavior Analytics): UEBA solution detecting anomalous user/entity behavior via ML models & risk scoring
10. [Qmulos Q-BA2](https://cybersectools.com/tools/qmulos-q-ba2) (User and Entity Behavior Analytics): User behavior analytics & audit solution for insider threat detection
11. [Splunk User and Entity Behavior Analytics](https://cybersectools.com/tools/splunk-ueba) (User and Entity Behavior Analytics): ML-based UEBA detecting insider threats via behavioral anomaly detection and risk scoring.
12. [Teramind User Behavior Advisory](https://cybersectools.com/tools/teramind-user-behavior-advisory) (User and Entity Behavior Analytics): Expert advisory service for interpreting user behavior analytics data
13. [ProLion CryptoSpike](https://cybersectools.com/tools/prolion-cryptospike) (User and Entity Behavior Analytics): Real-time ransomware detection & blocking for storage systems with recovery
14. [ITrust Reveelium UEBA](https://cybersectools.com/tools/itrust-reveelium-ueba) (User and Entity Behavior Analytics): SIEM UEBA platform with AI for threat detection, hunting, XDR and SOAR
15. [Imprivata Access Intelligence Platform (AIP)](https://cybersectools.com/tools/imprivata-access-intelligence-platform-aip) (User and Entity Behavior Analytics): User behavior and access analytics platform with AI-powered insights

14 commercial products · 1 free products under [Free solutions](https://cybersectools.com/free) | Related: [Insider Threat Detection](https://cybersectools.com/categories/insider-threat) · [Phishing Simulation](https://cybersectools.com/categories/phishing-simulation) · [Security Awareness Training](https://cybersectools.com/categories/security-awareness) · [Human Risk Management](https://cybersectools.com/categories/human-risk-management) · [Cyber Range Training](https://cybersectools.com/categories/cyber-range)

## How to choose User and Entity Behavior Analytics solutions

- Map the entities you must baseline first: users, service accounts, hosts, OT devices. Solutions differ sharply in how well they model non-human identities, which is where many attacks now live.
- Check data-source coverage against your stack. Strong UEBA needs identity, endpoint, cloud audit, and data-access telemetry, and a solution that ingests only one of these gives you a partial baseline.
- Test false-positive rates on your own data, not the vendor demo. Behavioral models only help if analysts trust the scores, so run a pilot and measure noise before and after the baselining period.
- Demand explainability. A risk score with no narrative of why an entity is anomalous slows triage; look for peer-group context, contributing-factor breakdowns, and a clear timeline.
- Settle standalone versus built-in early. If your SIEM or XDR already ships UEBA, justify a separate product with a concrete coverage gap rather than paying for duplicate ingestion and storage.
- Confirm it closes the loop. Detection without response is half a solution, so verify clean integration with your SOAR, ITDR, or case management for investigation and containment.

## User and Entity Behavior Analytics Solutions FAQ

Common questions about User and Entity Behavior Analytics solutions: how to choose, pricing and comparisons.

### What is User and Entity Behavior Analytics (UEBA)?

UEBA is a detection approach that models the normal behavior of users and non-human entities like service accounts, hosts, and devices, then scores deviations from that baseline as risk. Rather than matching known attack signatures, it surfaces anomalies such as unusual login locations, abnormal data access, or privilege misuse. It is built to catch insider threats, account takeover, and compromised credentials that rule-based detection tends to miss.

### How is UEBA different from a SIEM?

A SIEM collects and correlates logs against rules you write; UEBA layers statistical and machine-learning baselining on top to detect behavior no rule anticipated. The two are complementary, and most UEBA capability now ships inside a SIEM or XDR rather than as a separate product. If you already run a SIEM, evaluate whether its native UEBA module is enough before buying a standalone solution that duplicates ingestion and storage.

### How do I evaluate UEBA solutions?

Begin with the entities and data sources you actually need to baseline: identity logs, EDR, cloud audit trails, file activity, network flows. Then test how the solution scores and explains risk, how long baselining takes, and how noisy it is out of the box. Press hard on false-positive rates with your own data, integration with your SIEM or SOAR for response, and whether peer-group analytics and explainability are real or marketing.

### Should I buy standalone UEBA or use what is built into my platform?

For most teams, the UEBA already bundled into your SIEM or XDR is the sensible starting point, since it reuses existing telemetry and avoids a second ingestion bill. Standalone UEBA earns its place when you need specialized coverage like deep insider-threat monitoring, endpoint-level user activity, or data-centric anomaly detection your platform handles poorly. Match the solution to the specific entity and data gap rather than buying behavioral analytics as a generic checkbox.

### What problems does UEBA actually solve?

UEBA targets the threats that hide inside legitimate access: an insider exfiltrating data before they leave, a phished credential wielded by an attacker, a privileged or service account behaving abnormally, and lateral movement that reads as normal traffic to a rule engine. By scoring entities on cumulative anomalous behavior, it helps analysts prioritize the few risky actors instead of triaging thousands of low-context alerts.

---

Source: https://cybersectools.com/categories/ueba

For AI agents: every CybersecTools shortlist is listed at https://cybersectools.com/shortlists.md.

More on the User and Entity Behavior Analytics vendors: funding, momentum, hiring and news, plus the full product and company record, are available through the Mandos MCP Server (paid plans), which connects to AI assistants: https://mandos.io/mcp?utm_source=cybersectools.com&utm_medium=category-md
