# Protege: Real World Data for AI Development

> Protege is the trusted source for AI\-ready, real world data and expertise at every stage of the AI lifecycle\.

Generated by Yoast SEO v27.1.1, this is an llms.txt file, meant for consumption by LLMs.

## Pages
- [Articles](https://withprotege.ai/articles)
- [People](https://withprotege.ai/careers)
- [Contact](https://withprotege.ai/contact)
- [About](https://withprotege.ai/about)
- [Protege Media \- Terms of Service](https://withprotege.ai/media-terms-of-service)

## Posts
- [Webinar Replay: Verifying AI in Medicine — Is Healthcare AI Actually Ready for Deployment?](https://withprotege.ai/articles/blog/oct-13-webinar-verifying-ai-in-medicine-is-healthcare-ai-actually-ready-for-deployment/): Watch the replay: Isaac Kohane \(NEJM AI, Harvard Medical School\) and Protege co\-founder Engy Ziedan, moderated by Second Opinion's Christina Farr, on verification, trust, and real\-world readiness in medical AI\.
- [Protege and GrabMaps Partner to Bring Real\-World Southeast Asian Streets to Spatial and Physical AI](https://withprotege.ai/articles/news/protege-and-grabmaps-partner-to-bring-real-world-southeast-asian-streets-to-spatial-and-physical-ai/)
- [A16Z feature — The Oracle Problem: an invisible bottleneck to AI and medicine](https://withprotege.ai/articles/news/the-oracle-problem-an-invisible-bottleneck-to-ai-and-medicine/)
- [Protege in the News: Healthcare AI Needs An Independent Referee](https://withprotege.ai/articles/blog/healthcare-needs-independent-referee/)
- [Apply to Join Protege's Next Live Event in SF: The State of Training Data, AI's next bottleneck](https://withprotege.ai/articles/blog/events-sf-state-of-training-data/)

## Data Providers
- [Healthcare](https://withprotege.ai/data-provider/healthcare)
- [Spatial \& Physical](https://withprotege.ai/data-provider/spatial)
- [Other Domains](https://withprotege.ai/data-provider/other-domains)
- [Audio \& Speech](https://withprotege.ai/data-provider/audio-speech)
- [Video](https://withprotege.ai/data-provider/video)

## Model Builders
- [Healthcare Evaluations](https://withprotege.ai/model-builders/healthcare-evaluation)
- [Healthcare](https://withprotege.ai/model-builders/healthcare)
- [Spatial \& Physical](https://withprotege.ai/model-builders/spatial)
- [Audio \& Speech](https://withprotege.ai/model-builders/audio-speech)
- [Video](https://withprotege.ai/model-builders/video)

## Categories
- [News](https://withprotege.ai/category/news)
- [Blog](https://withprotege.ai/category/blog)

## Tags
- [Healthcare](https://withprotege.ai/tag/healthcare)
- [Video](https://withprotege.ai/tag/video)
- [Case Studies](https://withprotege.ai/tag/case-studies)
- [Announcements](https://withprotege.ai/tag/announcement)
- [Spatial \& Physical Intelligence](https://withprotege.ai/tag/spatial)

## Optional
- [Sitemap index](https://withprotege.ai/sitemap_index.xml)