WhyLabs

WhyLabs is an AI observability platform that monitors machine learning models and LLMs, providing real-time security, data quality, and model performance insights across industries.

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Key Features

  • AI Observability

    Monitors models and data pipelines to detect issues proactively.

  • Drift Detection

    Identifies model performance degradation over time.

  • Privacy-Preserving Summaries

    Generates dataset profiles without exposing raw data.

  • Multi-Data Support

    Handles structured and unstructured data including text and images.

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Why Choose WhyLabs

  • Real-Time Monitoring:

    Provides continuous insights into model performance and data quality.
  • Privacy-Preserving:

    Uses statistical profiles to protect sensitive data during monitoring.
  • LLM Security:

    Offers guardrails and tracing to secure generative AI applications.

Pricing

WhyLabs offers a freemium model with a free Starter plan for individuals and teams. Paid Expert and Enterprise plans provide advanced monitoring, security, and support. Visit the pricing page for details.

About WhyLabs

WhyLabs is an AI observability platform that monitors machine learning models and LLMs, providing real-time security, data quality, and model performance insights across industries.

What WhyLabs Does

WhyLabs monitors machine learning models, data pipelines, and large language models (LLMs) in production environments to ensure data quality, detect model drift, and prevent AI security issues. It benefits users by maintaining model accuracy and reliability over time.

The platform leverages privacy-preserving dataset summaries generated via the open-source whylogs library and integrates Langkit for LLM security guardrails and evaluations. It supports batch and streaming data, providing real-time tracing and monitoring through customizable dashboards.

Industries such as financial services, healthcare, logistics, and retail use WhyLabs to safeguard AI applications against bias, data leakage, and operational risks, improving decision-making and compliance.

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Pros & Cons

  • Open Source

    Built on open-source tools enabling transparency and extensibility.

  • Scalable Integration

    Seamlessly integrates with cloud providers and existing AI ecosystems.

  • Company Closure

    WhyLabs, Inc. is discontinuing operations, affecting official support.

  • Enterprise Pricing

    Advanced plans require custom pricing and may be costly.

Frequently Asked Questions

Can I use WhyLabs for free?

Yes, the Starter plan is free forever for one project with core monitoring features.

How do I get started?

Create a free account via the signup page and follow the onboarding guide.

Does WhyLabs charge per prediction or data row?

No, it uses summary statistics to monitor data regardless of volume.

What data does WhyLabs collect?

It collects only statistical profiles; raw data never leaves your environment.

What data types can I monitor?

Supports tabular, text, image, embedding, video, and audio data.

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