Fiddler AI is an AI Observability and Security platform designed to help enterprises build trust into AI. It provides a unified environment for monitoring, explaining, analyzing, and protecting LLM applications and ML models.
Key features:
- AI Observability: Comprehensive monitoring of LLM and ML models in pre-production and production environments.
- LLMOps Support: End-to-end observability for LLMOps, including guardrails and trust models.
- Fiddler Trust Service: Guardrails and LLM application monitoring with Fiddler Trust Models.
- Explainable AI (XAI): Understand the 'why' and 'how' behind model predictions.
- Model Monitoring: Detect model drift, assess performance and integrity, and set alerts.
- NLP and CV Monitoring: Monitor and uncover anomalies in unstructured models.
- Analytics: Connect predictions with context to business alignment and value.
- Responsible AI: Mitigate bias and build a responsible AI culture.
- Alerts: Proactive notifications for anomalies and performance degradation.
- Segmentation: Analyze model performance across different segments of data.
- Root Cause Analysis: Identify the underlying causes of model issues.
- Visualization: Flexible charts and dashboards for data exploration.
- Custom Metrics: Define and track custom metrics relevant to specific use cases.
- Reports and Dashboards: Customizable reports and dashboards for sharing insights.
Use Cases:
- AI Governance, Risk Management, and Compliance (GRC): Enhance AI governance, mitigate risks, and meet compliance standards.
- Government: Safeguard citizens and national security.
- Customer Experience: Deliver seamless customer experiences.
- Lending and Trading: Make fair and transparent lending decisions.
- Lifetime Value: Extend the customer lifetime value.
