Fiddler AI vs Lakera Guard

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
L

Lakera Guard

LLM security layer that blocks prompt injection data leaks and jailbreaks with a simple API policies dashboards and community to production tiers.

Pricing Free / From $99 per month
Category security
Difficulty Beginner
Type Web App
Status Active

Feature Tags Comparison

Only in Fiddler AI

observabilitymonitoringexplainabilityllmgovernance

Shared

None

Only in Lakera Guard

llm-securityguardrailsprompt-injectionpolicyapi

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

Lakera Guard

  • • Single API call to detect injection leaks and jailbreaks
  • • Policies per application route to tailor risk tolerance
  • • Dashboards with attack analytics for compliance needs
  • • Low latency design to protect real time assistants
  • • Custom rules and allow lists for domain specifics
  • • SSO alerting and SLAs on paid production plans

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

Lakera Guard

  • → Protect a public chatbot from injection and jailbreak attempts
  • → Shield agents that browse tools and APIs from exfiltration
  • → Meet compliance by logging and reporting blocked risks
  • → Tune policies to reduce false positives in key paths
  • → Create allow lists for approved actions or domains
  • → Alert security teams with webhooks when threats spike

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

Lakera Guard

security engineers platform teams AI product owners compliance and risk leaders responsible for safe LLM deployments in production

Capabilities

Fiddler AI

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

Lakera Guard

Risk signals Professional
Policies per route Professional
Analytics and alerts Intermediate
Providers and tools Intermediate

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