Case studies

Real outcomes from real teams.

See what professionals built during AI Edge Bootcamp workshops and programs.

Engineering

Orange Health Labs

Problem: No standard way to assess build quality at delivery. Recurring issues slipped into multiple releases.
Solution: Introduced a build quality grading system (Pass / Partial Pass / Fail) with Root Cause Analysis sessions for every significant breakdown.
Value: Transparent quality benchmarks for every build. More stable releases and higher stakeholder trust.

Engineering

Orange Health Labs

Problem: Engineers manually sifted through large volumes of logs to identify root causes during incidents.
Solution: Developed a tool to ingest system logs, detect anomaly patterns, and highlight probable failure points.
Value: Significantly reduced incident triage time. Senior engineers focused on solving rather than hunting.

Engineering

Orange Health Labs

Problem: PRDs arrived incomplete, causing mid-cycle delays and blockers.
Solution: Introduced a completeness check — each section reviewed and marked Green, Yellow, or Red.
Value: Product teams self-verify PRDs before handover. Reduced mid-cycle blockers.

Business Analyst

Orange Health Labs

Problem: Business analysts spent significant time on ad-hoc data requests — pulling metrics, writing queries.
Solution: Built an AI chatbot connected to the organisation's data schema that generates SQL queries on the fly.
Value: Freed analysts for strategic work. Other teams access metrics in minutes.

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