Fiddler AI vs Lakera Guard
Compare security AI Tools
Fiddler AI
AI observability and monitoring platform for ML and LLM systems covering performance, drift, safety and explainability with usage based tiers.
Lakera Guard
LLM security layer that blocks prompt injection data leaks and jailbreaks with a simple API policies dashboards and community to production tiers.
Feature Tags Comparison
Only in Fiddler AI
Shared
Only in Lakera Guard
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
Lakera Guard
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