Challenge
Founders built a basic ML prototype, but lacked infra and MLOps to scale it for users.
Solution
Modularized model workflows, integrated CI/CD, and deployed API-based inference on cloud infra.
Outcome:
- MVP shipped in 4 weeks
- 90% uptime on production AI features
- Cut cloud spend by 35% with usage-based scaling