Fiddler AI vs Onfido
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.
Onfido
Identity verification platform that checks IDs and biometrics to help businesses onboard users, reduce fraud, and meet KYC and AML obligations globally.
Feature Tags Comparison
Only in Fiddler AI
Shared
Only in Onfido
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
Onfido
- • SDKs and APIs: Drop in verification components for iOS Android and web that minimize friction for users
- • Document checks: Analyze security features MRZ and holograms with AI and optional human review for edge cases
- • Biometric match: Compare selfies with ID photos and detect liveness to reduce spoof and replay attempts
- • Watchlists and PEP: Screen against sanctions and politically exposed persons lists to support AML programs
- • Orchestration: Build tiered flows by risk profile and route to manual review when confidence is low
- • Analytics: Track pass rates and reasons by market to tune capture steps and instructions
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
Onfido
- → Onboard banking customers while meeting KYC and AML expectations
- → Verify drivers and sellers for marketplaces to reduce fraud risk
- → Protect fintech wallets with biometric checks during signup
- → Design different journeys for risky and low risk segments
- → Comply with sanctions screening through integrated lists
- → Measure pass rates to optimize capture and guidance
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
Onfido
risk leaders, compliance officers, fintech and banking product teams, marketplace operators, trust and safety engineers needing reliable KYC at scale
Capabilities
Fiddler AI
Onfido
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