Censius - End-to-end AI observability platform for reliable and trustworthy ML models

Censius End-to-end AI observability platform for reliable and trustworthy ML models

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Home: https://censius.ai

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#MLOps
#observability
#Machine Learning
#data quality
#Model Performance

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What is Censius?

Censius delivers comprehensive AI observability capabilities through a unified platform designed to monitor, explain, and analyze machine learning models at enterprise scale. The platform enables organizations to perform detailed model monitoring, detect drifts, conduct root cause analysis, and ensure data quality across their ML pipeline.

The solution offers specialized features for generative AI monitoring, embedding visualizations, performance tracing, and data integrity checks. Through its intuitive interface, teams can automate post-production workflows, validate model performance, compare different versions, and generate real-time alerts for any threshold violations.

Features

Custom Monitors: Automated monitoring of ML solutions with auto-initialized monitors for data quality, drifts, and performance
Explainability Tools: Global and local explainability features with anomaly detection and feature-level root cause analysis
Performance Tracking: Real-time monitoring and alerts for model performance issues
Data Quality Checks: Continuous monitoring of data integrity and feature distributions
Interactive Dashboards: Customizable visualization and reporting capabilities for stakeholders
LLM Embedding Visualization: Deep dive analysis of model behavior patterns

Use Cases

Model performance monitoring and optimization
AI decision explanation to stakeholders
Data quality assurance and validation
Root cause analysis of model predictions
Business ROI measurement for ML initiatives
Team collaboration on model development

Related Queries

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Helpful for people in the following professions

Machine Learning Engineer Data Scientist Product Manager Business Analyst AI Developer Research Scientist

FAQs

Will I be notified before hitting my usage limit?

Yes, you will be informed well in advance before hitting your usage limit to avoid surprises and plan accordingly.

Can I use Censius On-Prem?

Yes, on-premise deployment is available. Contact the team for a personalized walkthrough of on-prem plans and features.

How secure is my data with your Product?

Censius provides comprehensive security measures including technical, operational, and contractual protections. Customers can manage privacy controls, limit access, and configure encryption settings. On-premise deployment options are also available.