WhyLabs
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About
WhyLabs is an AI observability platform that helps businesses monitor and secure their AI applications. It offers real-time monitoring of models, data pipelines, and data streams, detecting issues like drift, performance degradation, and data quality problems. WhyLabs supports various data types (structured, unstructured) and integrates with major cloud providers and machine learning libraries. It provides privacy-preserving data handling and offers different pricing plans, including a free starter plan.
Platform
Keywords
Task
Features
• support for structured and unstructured data
• ability to sign up via the aws or azure marketplace
• privacy-preserving integration
• 6+ months of data retention
• monitoring 100% of the data, without sampling
• monitor predictive models, llms, data pipelines, or data streams
• full access to whylabs observe
• monitor performance, drift, data quality and llm response quality continuously
FAQs
Can I use WhyLabs for free?
Yes! There are two ways to use WhyLabs for free. The WhyLabs Starter plan is free to use now—and forever—for one Project. Secondly, the WhyLabs Enterprise plan offers a free trial period that’s optimized for your unique requirements. Please contact us and we will be happy to work out a custom trial period.
How do I get started?
Simply click here to create a free account and get started! The platform will guide you through all steps you need to onboard in just a few minutes. Alternatively, contact us to schedule a call with our team. We’re happy to help you learn more.
How can I upgrade when I’m ready?
Upgrading is easy when you’re ready to move up from the Starter plan! When you want to start monitoring more Projects, simply add them to your Project dashboard, and we’ll contact you about your account upgrade. To upgrade to Enterprise, please contact us
What are Projects, Features, and Segments?
A Project is any ML model, data pipeline, data stream, or dataset that you want to monitor in WhyLabs. A feature is a measurable property of the object you’re trying to analyze. In datasets, features appear as columns. A Segment is a subset of your data or a prediction slice. You can segment your data based on any categorical column or feature in that data.
Do I really not pay for predictions or rows?
That's correct! WhyLabs uses the whylogs open source library to collect summary statistics about your data. This approach enables us to provide highly accurate and scalable data and model monitoring, regardless of your data volume.
What data does WhyLabs collect?
None at all! WhyLabs relies on statistical profiles of your data generated by our open source library, whylogs. WhyLabs collects none of your data and your data never leaves your environment.
Can I monitor both data and models?
Absolutely. By using whylogs, you can collect metadata about data regardless of whether it’s being used for an ML model, flowing through a data stream, or being transformed into a data pipeline. WhyLabs supports a number of different types of monitors that you can configure based on your use case.
What data types can I monitor?
All kinds! You can monitor tabular, text, image, embedding, video, or audio data with WhyLabs.
What model types can I monitor?
WhyLabs monitors models in a model-agnostic way, so any model architecture is supported. For performance evaluation, we support the following output types: Language and Large Language (multiple Strings) Classification (single String) Regression (single Numeric) Embeddings (multiple Numeric) Sequence (multiple Strings, multiple Numeric) Recommendation system (multiple Strings) Bounding box (multiple Numeric, plus maybe one String/Numeric) Forecast (multiple Numeric). Note that any custom output, including multiple output support is available.
How does WhyLabs monitor 100% of the data, without sampling?
Since WhyLabs relies on statistical profiles generated by whylogs, we easily scale to Projects with massive data volume, without having to resort to sampling. whylogs profiles are highly efficient (meaning that they store a lot of information in a small amount of computer memory), so it’s easy to send, store, and analyze them.
How do I get support for WhyLabs?
Our Starter and Expert customers have two options: opening a support ticket or asking a question in the community Slack.
What languages do you support?
Out of the box, whylogs is available in Python 3, Java, Scala and Apache Spark. In addition, for other languages, WhyLabs supports statistics collection via a REST container.
What payment options do you accept?
For the WhyLabs Expert and Enterprise plans we currently accept credit card payments via the WhyLabs Platform, in addition to ACH or wire payments. You can also pay via the AWS Marketplace or reach out to us for a private offer.
Is WhyLabs SOC 2 certified?
Yes, WhyLabs has completed our SOC 2 Type 2 examination with zero exceptions. To request The WhyLabs SOC 2 Type 2 report, please contact your account manager or email enterprise@whylabs.ai.
Pricing Plans
FREE
Free Plan• 1 Project
• 1 user
• Up to 200 features/Project
• Up to 5 segments/Project
• 10M predictions/month
• Daily monitoring
• Community support
• No credit card required
EXPERT
$125.00 / per month• Up to 3 Projects
• Up to 5 users
• Up to 200 features or columns/Project
• Up to 5 segments/Project
• 100M predictions/month
• Daily or weekly monitoring
• Hourly monitoring for one LLM
• Email support
ENTERPRISE
Unknown Price• Custom projects
• Unlimited users
• Custom features & segments
• Custom organizations
• Unlimited predictions
• Custom data retention
• Custom monitoring
• 24x7 Enterprise Support
• Private Slack or Teams channel
• Training, onboarding, and workshops
Job Opportunities
There are currently no job postings for this AI tool.
Ratings & Reviews
No ratings available yet. Be the first to rate this tool!
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