Fiddler AI
Enterprise AI observability with explainability, bias, and LLM monitoring.
About
Fiddler AI is an enterprise observability platform covering both traditional ML and LLM applications. Its roots are in explainable AI — SHAP, Integrated Gradients, and proprietary methods — extended to production monitoring for drift, fairness, hallucinations, and prompt/response tracking, with compliance reporting for regulated industries.
It is sales-led with custom enterprise pricing and no self-serve tier, which puts it out of reach for smaller teams. Its LLM-specific tracing and evaluation features are less mature than its long-standing tabular ML monitoring.
What it can do
- Explainability for ML and LLM models
- Drift, bias, and fairness monitoring
- Hallucination and trust scoring
- Compliance-ready audit reporting
Setup
Contact Fiddler sales for an enterprise deployment; integrate via SDK with your serving stack.
Prerequisites
Production ML/LLM workloads and an enterprise budget.
Use cases
Works with
Trust score — 8/10
Scored 8/10 (verified tier, metrics-v1). Evidence: Verified via vendor site/docs/GitHub and reputable coverage, wave 76; Trending score 78/100 from researcher assessment.
Sources
Every fact above was checked against these sources. Where a claim comes from the provider and couldn't be independently verified, the text says so.