Case Study: Principled Intelligence stress-tests AI at scale with MongoDB Atlas

Principled Intelligence runs 10,000 AI stress tests in a week with MongoDB

Principled Intelligence, an AI startup, helps enterprises avoid the reputational and regulatory risks of deploying unreliable or noncompliant AI systems. Their challenge was to build a robust AI testing and governance platform without incurring heavy DevOps overhead from building infrastructure in-house. They chose to launch their platform using MongoDB Atlas.

By building on MongoDB Atlas, Principled Intelligence deployed staging and production environments in less than an hour, saving days of manual work. The solution cut debugging time on production data issues by an estimated 60-70% and integrated Voyage AI for semantic search in a single step. As a result, their Spectral platform has already run over 10,000 AI stress tests in a week, providing customers with a full, queryable audit trail. MongoDB's elastic scaling allows the company to seamlessly handle expected growth in volume as it moves to open beta.

Principled Intelligence