Arthur AI vs Fiddler AI

Compare security AI Tools

22% Similar based on 2 shared tags
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A

Arthur AI

Model and agent evaluation and monitoring platform with dashboards, alerts, guardrails and a transparent Premium plan for small teams plus enterprise options.

Pricing Free / Starts $60 per month
Category security
Difficulty Beginner
Type Web App
Status Active
F

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

Feature Tags Comparison

Only in Arthur AI

agentsdriftbiasalerts

Shared

monitoringgovernance

Only in Fiddler AI

observabilityexplainabilityllm

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

Dashboards and Slices Professional
Incidents and Webhooks Intermediate
Agents and Tools Intermediate
Policies and Access Professional

Fiddler AI

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

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