Darktrace vs CalypsoAI

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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
C

CalypsoAI

Enterprise AI security that defends prompts and outputs in real time, red teams LLM applications, and provides centralized policy controls for using AI safely across apps agents and data.

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

Feature Tags Comparison

Only in Darktrace

threat-detectionautonomous-responsenetworkemailcloudot

Shared

None

Only in CalypsoAI

ai-securityguardrailsred-teamcompliancesiemsoar

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

CalypsoAI

  • • Real time defense: Inspect prompts and outputs to stop data leakage jailbreaks and harmful content before reaching users
  • • Outcome analysis: Explain guardrail decisions to analysts so tuning remains transparent and fast during incidents
  • • Red teaming: Continuously exercise models apps and agents to uncover bypasses and prioritize mitigations with evidence
  • • Central policy: Apply rules across vendors models and apps with a control plane that integrates to SIEM and SOAR
  • • Audit trails: Log prompts responses and actions with metadata to support compliance and forensic investigations
  • • Model agnostic: Protect hosted SaaS and self hosted models to future proof guardrails as model portfolios evolve

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

CalypsoAI

  • → LLM guardrails: Enforce policies that prevent PII exfiltration IP leakage and unsafe actions in chat apps and copilots
  • → Agent safety: Inspect tool calls and outputs to block risky actions in autonomous or semi autonomous workflows
  • → Content safety: Filter toxic or disallowed material for consumer facing experiences and community platforms
  • → Regulatory readiness: Produce logs and reports that map to AI safety policies and data protection frameworks
  • → Incident response: Route alerts to SIEM or SOAR and provide evidence packages for faster triage and learning
  • → Vendor neutrality: Secure multiple model providers under one policy framework to avoid lock in and gaps

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

CalypsoAI

CISO offices ML platform teams risk leaders and product security groups that need centralized AI guardrails red teaming and auditability to deploy AI safely at scale

Capabilities

Darktrace

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

CalypsoAI

Real Time Guardrails Enterprise
Continuous Red Teaming Enterprise
Central Policy Plane Enterprise
Outcome Analysis Professional

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