Use cases

From training, to managing model output quality in production, accelerate your data pipeline with Centaur Labs.

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Model Training

Give your model a competitive edge. Train your healthcare AI only with the highest quality data, labeled by multiple experts.

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Expert 
Feedback

Access real-time Expert Feedback to build the next generation of LLMs. Fuel healthcare-focused generative AI with feedback from the healthcare experts who matter most.

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Evaluation

Test the performance of your model with datasets labeled by industry experts you can trust. 

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Regulatory 
Submission

Submit your model to regulatory authorities knowing your validation data was labeled to their requirements by clinical experts with verifiable credentials. 

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Are you prepared to use generative AI in your healthcare organization?

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Are you prepared to use generative AI in your healthcare organization? 
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Accelerate healthcare AI development

Improve the quality of your data throughout the AI development lifecycle.

Design
Data Curation →

Understand what is in your dataset. Create classes to understand sampling and class representation. Easily organize your dataset to ensure efficient downstream labeling and label quality control.  

Data Cleaning and Quality Control →

Find and remove low quality and irrelevant data before beginning the labeling process. Only spend time labeling the data that matters most for your model training.

Vector Database Augmentation and RAG →

Improve LLM outputs by enhancing prompts with context relevant to your use case and industry. Easily add organized and labeled datasets to customized vector databases.

Build
Model Training →

Train your healthcare AI only with the highest quality data, labeled by multiple experts.

Supervised fine-tuning →

Customize LLMs outputs by fine-tuning general purpose models with labeled datasets relevant to your use case, function or industry.

Expert feedback (RLEF) and Prompt generation  →

Access a global network of 60,000+ biomedical experts to score and evaluate model outputs. Generate a wide range of real-world prompts, so your model is prepared to answer appropriately in production.

Explainability  →

Build explainability into your unsupervised model. Help users understand what influences model outputs, so they can trust and act on insights.

Test & Monitor
Evaluation →

Test model performance on site-specific or population-specific data. Ensure your model meets internal and customer performance standards.

Regulatory submission and validation →

Submit your model to regulatory authorities knowing your validation data was labeled by clinical experts with verifiable credentials. 

Model monitoring →

Ensure model safety and quality. Send outputs from in-production models to our expert crowd - in real-time or retrospectively - for review and evaluation.

Design
Data Curation →

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Vector Database Augmentation →

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Build
Data Curation →

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Vector Database Augmentation →

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rlef – expert feedback and prompt generation fine tuning & rag  →

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explainability  →

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Test & Monitor
Evaluation →

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validation for regulatory submission →

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model monitoring →

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Design
Data Curation →

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Vector Database Augmentation →

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Build
Data Curation →

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Vector Database Augmentation →

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rlef – expert feedback and prompt generation fine tuning & rag  →

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explainability  →

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Test & Monitor
Evaluation →

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validation for regulatory submission →

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model monitoring →

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Customer case studies

We  work with organizations at the forefront of AI. 
Learn how leading AI teams across healthcare are accelerating their data pipelines.

Read the case studies →
Eko
Memorial Sloan Kettering Cancer Center
Brigham and Women's Hospital
Volastra
Massachussetts General Hospital
Volastra

Learn more

Read how Centaur Labs can accelerate your efforts throughout the AI development lifecycle.

Dec 14, 2023
Webinar: Accelerating AI in Healthcare: The critical role of expert feedback
Aug 31, 2023
Podcast: Overcoming healthcare challenges with Generative AI and deep learning

Ready to start your project?

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WHITE PAPER

Are you prepared to use generative AI in your healthcare organization?