Arthur AI vs Fiddler AI
Compare security AI Tools
Arthur AI
Model and agent evaluation and monitoring platform with dashboards, alerts, guardrails and a transparent Premium plan for small teams plus enterprise options.
Fiddler AI
AI observability and monitoring platform for ML and LLM systems covering performance, drift, safety and explainability with usage based tiers.
Feature Tags Comparison
Only in Arthur AI
Shared
Only in Fiddler AI
Key Features
Arthur AI
- • Dashboards for model and agent KPIs with version comparison
- • Custom metrics and slices to track drift and fairness
- • Real time alerts via webhooks email and chat
- • Agent traces showing tool calls outcomes and errors
- • Guardrails and policy checks for safer responses
- • Free, Premium, and Enterprise deployment options
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
Use Cases
Arthur AI
- → Track LLM answer quality and escalate low confidence cases
- → Monitor drift and fairness for credit or risk models
- → Alert ops when agent tool calls fail or exceed latency
- → Compare model or prompt versions before full rollout
- → Export reports for audits and leadership reviews
- → Correlate traffic spikes with error clusters to triage
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
Perfect For
Arthur AI
MLOps leaders, platform teams, and product owners who need evaluation, monitoring, and governance to scale models and agents responsibly
Fiddler AI
ml platform teams data scientists reliability and risk owners in regulated industries who need consistent AI quality governance and incident response
Capabilities
Arthur AI
Fiddler AI
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