CASE 02

From AI proof-of-concept to a production ML pipeline in 8 weeks

Situation

A scaling SaaS company needed to go from AI proof-of-concept to production-grade ML pipeline. Internal team had the domain knowledge but lacked the engineering depth to productionize.

What we did

One Studio Consultant took end-to-end ownership. Designed the ML pipeline architecture, built the data orchestration layer, and implemented monitoring and automated retraining. AI-amplified the documentation and testing process.

Outcome

Production-ready ML pipeline delivered in 8 weeks. Model serving 50K+ daily predictions with 99.7% uptime. Internal team fully onboarded and self-sufficient.

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