Censius
Monitore, explique e otimize modelos de aprendizado de máquina com o Censius. Automatize a detecção de desvios, aprimore os prompts de LLM e aprimore o desempenho da IA em todo o ciclo de vida do ML.
About Censius
Enterprise-Grade AI Observability
Censius is a comprehensive AI observability platform that helps machine learning teams monitor model performance, detect drift, explain predictions, and streamline operations. It supports both structured and unstructured data, providing a reliable foundation for production-grade AI systems.
Desenvolvido para todo o ciclo de vida do ML
Whether you're training, deploying, or maintaining AI models, Censius offers tools to ensure performance, fairness, and trust. It helps organizations track real-time metrics, detect inconsistencies, and identify ways to improve accuracy, efficiency, and explainability.
Key Capabilities of Censius
Model Monitoring
O Censius monitora continuamente os modelos implantados em busca de desvios de dados, anomalias de previsão e quedas de desempenho. Alertas em tempo real ajudam as equipes a resolver problemas antes que eles se agravem, reduzindo riscos em ambientes de produção.
LLM Observability and Prompt Optimization
Built for generative AI use cases, Censius helps improve retrieval-augmented generation (RAG) pipelines, analyze prompt efficiency, and detect prompt failures or model inconsistencies that degrade user experience.
IA explicável (XAI)
Gain visibility into black-box models with detailed explanations for every decision. Censius offers global, local, and cohort-level explainability, helping teams address regulatory compliance and build user trust.
Advanced Features for AI Teams
Model Version Comparison
Quickly compare different iterations of a model to assess trade-offs in performance, fairness, and ROI. This aids in decision-making for production rollouts and A/B testing.
Root Cause Analysis
O Censius identifica os fatores que influenciam o comportamento do modelo, oferecendo insights práticos para resolver problemas de precisão e vieses indesejados. Analise coortes, recursos ou tendências temporais para obter uma análise granular.
Automated Workflows
From logging predictions to triggering alerts, Censius automates every step of post-deployment monitoring. Developers can integrate via Python, Java, or REST API and deploy on-premises or in the cloud.
Designed for AI-Driven Teams
For Machine Learning Engineers
Stay on top of model health and performance with real-time analytics and customizable dashboards.
For Data Scientists
Understand and explain model behavior to stakeholders and validate assumptions across data cohorts.
For Business & Product Leaders
Track business impact, reduce risk, and ensure models meet compliance, fairness, and usability standards.
Use Cases
- Saúde: Monitore modelos vitais para garantir precisão e confiabilidade
- Finanças: Detecte fraudes e garanta a imparcialidade em empréstimos ou pontuação de crédito
- Varejo e comércio eletrônico: Otimize sistemas de recomendação e previsões de demanda
- Generative AI: Track and refine prompt performance in chatbots or RAG-based systems