Fiddler AI vs Cyabra

Compare security AI Tools

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Fiddler AI

AI observability and monitoring platform for ML and LLM systems covering performance, drift, safety and explainability with usage based tiers.

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

Cyabra

Threat intelligence for narratives bots and influence analysis across social platforms used by brands governments and security teams to detect coordinated manipulation.

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

Feature Tags Comparison

Only in Fiddler AI

observabilitymonitoringexplainabilityllmgovernance

Shared

None

Only in Cyabra

misinformationbot-detectioninfluenceintelligencebrand-safety

Key Features

Fiddler AI

  • • Unified monitoring for ML and LLM quality and drift
  • • Explainability tools to debug failures and bias
  • • Guardrails for safety fairness and PII protection
  • • LLM as a judge evaluations for complex tasks
  • • Role based access SSO and audit trails
  • • Usage based tiers with private deployment options

Cyabra

  • • Narrative mapping across platforms with cluster views
  • • Bot and inauthentic behavior detection with evidence
  • • Account and media drill downs for investigations
  • • Deepfake and GenAI content risk indicators
  • • Alerts and reporting for rapid incident response
  • • Enterprise onboarding with governance and SLAs

Use Cases

Fiddler AI

  • → Monitor production LLM chat for hallucinations
  • → Detect drift in ranking and recommendation models
  • → Investigate incidents with slice based explanations
  • → Set guardrails to block unsafe or PII leaking outputs
  • → Correlate quality drops with data pipeline issues
  • → Track latency and cost regressions over releases

Cyabra

  • → Monitor harmful campaigns targeting a brand or leader
  • → Investigate suspicious spikes and coordinated posts
  • → Map narrative origins and likely amplifier networks
  • → Detect synthetic personas and deepfake assets early
  • → Support election integrity teams with evidence packs
  • → Guide legal or takedown actions with documented trails

Perfect For

Fiddler AI

ml platform teams data scientists reliability and risk owners in regulated industries who need consistent AI quality governance and incident response

Cyabra

brand protection leads public sector analysts cyber and intel teams PR and crisis communicators who need cross platform narrative and bot detection with enterprise governance

Capabilities

Fiddler AI

Quality and drift Professional
Root cause analysis Professional
Safety guardrails Professional
Enterprise controls Professional

Cyabra

Narrative Graphs Professional
Bots and Synthetics Professional
Account Drill downs Professional
Alerts and Reporting Enterprise

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