![platform hero](/_next/static/images/platform-hero-illustration-833f8961a2c43f014388a53328928cff.png)
Infrastructure-agnostic AI monitoring and operations. Any data type at any scale.
Easy to set up
Provision the platform using whylogs, our lightweight open-source library. Integrate with Python, Java, or Spark in a few lines of code.
Privacy preserving
Interoperable with any ML infrastructure and framework. Generate real-time insights in your existing data flow.
Cost efficient
Handle your large-scale data, keeping compute requirements low. Integrate with either batch or streaming data pipelines.
Amplify AI operations in four steps
![whylogs CLI](/_next/static/images/instrument-pipeline-image-new-4dbe493f66211112a56b37edcab0b911.png)
1
Instrument your
pipeline with whylogs
Simply install our lean, open-source library, which seamlessly integrates with on-premise infrastructure and all major cloud services.
For python pipelines
2
Get real-time insights
Upon installation, the WhyLabs user interface immediately starts surfacing insights enabling users to:
- Analyze input data and model outputs in real-time
- Investigate how model features evolve over time
- Root-cause and fix model performance decay
![RealTime insight illustration](/_next/static/images/real-time-insights-new-f98718faa6e735103db81dcf9b76fda9.png)
![Profile monitor illustration](/_next/static/images/monitor-image-new-c11a896cd0961fbce1789d9d2e77125a.png)
3
Monitor for data quality
and drift
Enable one-click monitoring on all model features and predictions:
- Catch data quality issues, data drifts and concept drifts
- Choose the most suitable monitoring baseline for each model
- Take action with timely alerts and notifications
4
Collaborate with the right people
Insights can be easily shared and used for collaboration with the right stakeholders
- Discover and share insights with fellow data scientists, ML engineers and managers
- Set up a workspace in minutes. Plug notifications into existing workflows via Slack, email or PagerDuty.
![Alert summary illustration](/_next/static/images/collaborate-1-b4be57cf0c8a977c80c035205626f39d.png)
![Opened alert](/_next/static/images/collaborate-2-7567ef7cbd37a18c0bd5fbc4a8261297.png)