Fiddler AI vs Onfido

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
Onfido

Onfido

Identity verification platform that checks IDs and biometrics to help businesses onboard users, reduce fraud, and meet KYC and AML obligations globally.

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

Feature Tags Comparison

Only in Fiddler AI

observabilitymonitoringexplainabilityllmgovernance

Shared

None

Only in Onfido

kycidentitybiometricsamlverification

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

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

Onfido

Mobile and web SDKs Professional
Documents and faces Professional
Sanctions and PEP Intermediate
Orchestrate and audit Enterprise

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