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Fiddler AI

Brand : Fiddler AI

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Fiddler AI Features

  • icon_check Model Performance Monitoring Tracks accuracy and output quality of ML models in production to ensure stable performance over time.
  • icon_check Data Drift Detection Identifies statistical shifts in input features that may degrade model predictions or reliability in production.
  • icon_check Prediction Drift Tracking Monitors changes in model outputs to highlight emerging issues caused by evolving data or model behavior.
  • icon_check Outlier Detection Engine Flags unusual data points and predictions to help diagnose model failures or unexpected behaviors early.
  • icon_check Local Explanation Insights Shows instance-level reasoning for individual predictions to support debugging and transparency needs.
  • icon_check Global Feature Analysis Displays overall feature contribution patterns to assess model logic, consistency, and stability at scale.
  • icon_check Bias Detection Across Segments Measures disparity levels across defined sub-populations to prevent discriminatory model impacts.
  • icon_check LLM Output Evaluation Assesses generative model responses for quality, safety, relevance, and policy alignment in real time.
  • icon_check Hallucination Scoring Module Detects unsupported or fabricated LLM responses using internal trust models for safer deployment.
  • icon_check Data Integrity Checks Validates schema, formats, missing values and anomalies to maintain consistent model input pipelines.
  • icon_check Alerts & Notifications Sends automated alerts when monitoring thresholds fail or significant risks are detected.
  • icon_check Root Cause Analysis Identifies underlying drivers of model issues using drift correlations and feature influence patterns.
  • icon_check Prompt and Response Tracking Logs and monitors LLM prompts and outputs to analyze behavior, performance, and compliance.
  • icon_check Session and Trace Observability Captures LLM agent sessions, traces and spans to analyze interactions and operational flow.
  • icon_check Multi Modal Model Support Supports monitoring and explainability for tabular, NLP, CV and LLM models in varied environments.

Fiddler AI Specifications

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  • All Businesses
  • Individual, Small Business, Medium Business, Enterprises
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  • English
  • AI Integrated

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Fiddler AI Company Details

Brand Name Fiddler AI
Information Fiddler is the all-in-one AI Observability and Security platform for responsible AI. Our monitoring and analytics capabilities provide visibility, context and control across development and production.
Founded Year 2018
Director/Founders Amit Paka, Krishna Gade, Manoj Cheenath
Company Size 101-500 Employees

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