Darktrace vs HiddenLayer

Compare security AI Tools

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Darktrace

Darktrace

Enterprise AI platform for self learning cyber defense that baselines normal behavior to detect and autonomously respond to novel threats across network cloud email and OT.

Pricing Contact sales
Category security
Difficulty Beginner
Type Web App
Status Active
H

HiddenLayer

Enterprise platform for AI security across the model lifecycle, covering supply chain risk, runtime defense, posture management and automated red teaming.

Pricing By quote
Category security
Difficulty Beginner
Type Web App
Status Active

Feature Tags Comparison

Only in Darktrace

threat-detectionautonomous-responsenetworkemailcloudot

Shared

None

Only in HiddenLayer

ai-securitymodel-protectionposturered-teamingenterprise

Key Features

Darktrace

  • • Self learning behavioral modeling across network cloud email and OT with baselines that adapt to seasonality and business context
  • • Autonomous response that interrupts suspicious sessions surgically while preserving legitimate traffic to minimize business disruption
  • • End to end visibility that correlates signals across sensors to reconstruct incidents and surface root cause without manual stitching
  • • Explainable decisions with analyst friendly context that shows entities timelines and confidence so teams can verify actions quickly
  • • Hybrid coverage with sensors and cloud connectors that protect SaaS mail and remote users without deep network redesign
  • • Governance friendly operations with audit logs role controls and integrations for SIEM SOAR case systems and MDR partners

HiddenLayer

  • • Supply chain checks for models datasets and dependencies
  • • Runtime monitoring for adversarial inputs and abuse
  • • AI security posture management with policies and alerts
  • • Automated red teaming and jailbreak testing
  • • Dashboards and reports for audits and leadership
  • • Integrations with SOC tools and marketplaces

Use Cases

Darktrace

  • → Stop data exfiltration by throttling unusual transfers during off hours while analysts verify context
  • → Contain suspected account takeover by limiting risky actions until users reauthenticate and reset credentials
  • → Detect lateral movement by correlating rare service to service authentications across segmentation zones
  • → Spot business email compromise by modeling sender behavior and unusual financial requests before funds are moved
  • → Protect OT networks by learning normal PLC and HMI patterns then flagging deviations without brittle rules
  • → Accelerate incident investigations by replaying correlated timelines that show first cause and affected entities

HiddenLayer

  • → Harden LLM apps against prompt injection
  • → Detect model abuse or extraction attempts
  • → Prove AI control coverage for audits
  • → Monitor third party model supply chain risk
  • → Run continuous adversarial tests pre release
  • → Consolidate AI telemetry into SIEM

Perfect For

Darktrace

security leaders blue teams SOC analysts incident responders risk and compliance owners and OT security engineers in mid market and enterprise environments that need adaptive detection and autonomous containment

HiddenLayer

CISOs SOC leaders ML platform owners and compliance officers scaling AI in regulated or high risk environments

Capabilities

Darktrace

Behavioral Baselines Enterprise
Autonomous Actions Enterprise
End to End Visibility Professional
Analyst Context Professional

HiddenLayer

Supply chain and assets Professional
Runtime monitoring Professional
Posture management Intermediate
Automated red teaming Intermediate

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