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Fiddler AI vs Opik

Fiddler AIOpik

Bottom line: Fiddler AI for large enterprises; Opik for teams wanting open-source eval plus tracing.

Enterprise AI observability and security for LLMs, agents, and ML models

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Open-source LLM evaluation, tracing, and observability by Comet.

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Votes00
PricingContactFreemium
CategoryLlm ObservabilityLlm Observability
Tags
ai-observabilityllmopsmodel-monitoringai-securityexplainability
llm-evaluationobservabilityopen-sourcetracingmonitoring
Best for
  • Large enterprises
  • AI/ML platform teams
  • Regulated industries
  • Teams wanting open-source eval plus tracing
  • LLM engineers doing eval-driven development
  • Organizations that value self-hostability
Pros
  • Established pioneer in AI observability
  • Covers both LLMs and classic ML
  • Real-time monitoring and guardrails
  • Model explainability and bias detection
  • Enterprise-grade security safeguards
  • Full platform is Apache-2.0 and free to self-host
  • Combines tracing and evaluation in one tool
  • LLM-as-a-judge and many automated metrics
  • Fast-growing, widely adopted open-source project
  • Integrates with Comet's ML ecosystem
Cons
  • Custom, sales-led pricing only
  • No public free tier
  • Enterprise focus excludes small teams
  • Setup and integration effort required
  • Not aimed at quick experiments
  • Crowded, competitive category
  • Self-hosting requires running infrastructure
  • Managed cloud limits (spans, seats) on lower tiers
  • Evaluation quality depends on judge configuration
  • Deep value tied to adopting the workflow

Comparison generated from each tool's listing. Add or remove tools above to change it.