AI - WhyLabs

About WhyLabs

WhyLabs is a leading technology company specializing in artificial intelligence (AI) observability and security. They provide a comprehensive platform for monitoring and safeguarding ML models, including large language models (LLMs). WhyLabs' offerings cater to various industries such as Financial Services, Logistics & Manufacturing, and Retail & E-commerce.

WhyLabs develops solutions that help data-driven enterprises ensure the reliability and performance of their AI systems. Their primary service is the WhyLabs Observatory, which monitors both structured and unstructured data as well as all ML models, including LLMs. This monitoring covers various aspects like model input and output drift, training-serving skew, identifying best model candidates, most reliable features, and cohort contributions to model performance. Additionally, they proactively resolve data quality issues in feature pipelines and feature stores.

WhyLabs is known for its strong commitment to data privacy and security. They achieve this by aggregating data before consumption and maintaining very fast ingestion rates. Their open-source tool, whylogs, generates privacy-preserving dataset summaries called whylogs profiles. Furthermore, they offer LangKit as a security solution that monitors and safeguards LLMs with guardrails, evaluations, and observability.

The company's mission is to enable organizations to make informed decisions by providing insights about their AI systems. By leveraging WhyLabs' solutions, businesses can continuously monitor their ML models, ensuring they are delivering optimal performance while mitigating risks related to bias and data quality issues.