Enterprise Generative AI Platform
A secure, end-to-end Generative AI platform empowering hundreds of technical practitioners to build innovative solutions for millions of customers, and enabling 100+ AI initiatives.
Project Overview
Designed and implemented a comprehensive enterprise-grade Generative AI platform that serves as the foundation for AI innovation across a global organization. The platform empowers hundreds of technical practitioners (developers, data scientists, engineers) to build solutions that impact millions of customers. It incorporates robust security measures, responsible AI guardrails, and scalable infrastructure to support these development efforts.
The solution includes vector databases for efficient retrieval, prompt engineering libraries for consistent interactions, MLflow for experiment tracking, and GitHub Actions for CI/CD pipelines. This integrated approach ensures that AI models are developed, deployed, and monitored according to best practices.
By reducing the enablement time from months to weeks, the platform has unlocked over 100 new AI initiatives, driving significant business value and innovation across departments.
Key Features
- Secure LLM integration with enterprise data sources
- Vector database implementation for efficient retrieval
- Comprehensive prompt engineering libraries
- Automated guardrails and content filtering
- Red-teaming and adversarial testing framework
- Observability and monitoring dashboards
- Automated evaluation pipelines for model quality
Technologies Used
Project Details
Client
Energy Company
Date
2023
Role
Lead Architect & AI Strategist
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