Product Information
What is WhyLabs?
The WhyLabs AI Observability Platform is a cloud-agnostic solution that supports MLOps by offering model monitoring and data monitoring capabilities. It enables monitoring of any type of data at any scale. This platform aids in the quicker detection of data and machine learning (ML) issues, facilitates continuous improvement, and helps prevent costly incidents.
How to use WhyLabs?
To use WhyLabs AI Observability Platform, integrate its agents with your data pipelines and multi-cloud setup. Agents analyze data without moving it, ensuring privacy while monitoring models and pipelines. Structured/unstructured data is monitored via whylogs uploads.
Core Functions of WhyLabs
Model and Data Health Monitoring
Continuous Monitoring of Model Input and Output Drift
Identify Training-Serving Skew
Improve AI Performance by Identifying Optimal Model Candidates and Reliable Features
Traceability of Populations Contributing to Model Performance and Bias Introduction
Proactively Address Data Quality Issues in Feature Pipelines and Feature Stores
LLM (Language and Learning Model) Security for Self-Hosted and Proprietary LLM APIs
Inline Action Protection Against Malicious Intent and Abuse Risks
Prevent OWASP Top 10 Vulnerabilities Such as Prompt Injection and Data Leakage
Continuous Evaluation of LLM Prompts and Responses to Ensure Positive User Experience
Enterprise-Grade Features Including RBAC, SAML SSO, API Controls, and Advanced Trigger and Notification Configurations
Security Compliance (SOC 2 Type 2)
Hybrid SaaS Deployment Model for Highly Confidential Models
Root Cause Analysis Tools for Issue Investigation
Robust Monitoring Algorithms for Intelligent Baselines and Seasonal Monitoring
Seamless Integration with Existing Pipelines and Tools
Usage Scenarios of WhyLabs
- Financial Services: Protect financial services from AI bias and opacity risks
- Logistics & Manufacturing: Ensure AI continues to benefit logistics and manufacturing
- Retail & E-commerce: Optimize retail decisions with accurate and reliable models
- Healthcare: Monitor AI systems in healthcare for reliability, compliance, and patient safety
Common Questions about WhyLabs
What types of data can the WhyLabs AI Observability Platform monitor?
Is the WhyLabs AI Observability Platform compatible with multi-cloud architectures?
Does the WhyLabs AI Observability Platform support monitoring language and learning models (LLMs)?
Is the WhyLabs AI Observability Platform compliant with security standards?
Can the WhyLabs AI Observability Platform handle large volumes of data?
