Equipment Tracking

Highlight

Phase 1 In Build, Framework Proposed & Approved, Phased Rollout Plan.

Defined Azuga's AI integration framework from scratch, identifying where AI solves existing problems in existing workflows, not where it looks impressive on a roadmap

Problem

Every team wanted AI. Nobody knew what that meant beyond a chatbot. Adding AI on top of existing workflows as a separate window would create one more thing users had to learn, solving little they were already struggling with.

Hidden Insight

AI doesn't need new infrastructure to be valuable, it needs the right problem. The highest-value AI moments were already hiding inside workflows users were abandoning, data they couldn't interpret, and decisions they were taking too long to make.

Solution

Audited existing workflows with all teams to identify where low-hanging fruit were:

  • Defined a framework for AI integration — high-value use cases ranked by user impact and technical feasibility

  • Designed AI to live inside existing dashboards, Livemap, reports, and workflows not as a separate layer

  • Recommended which features to build first and why , giving engineering a clear, defensible starting point

Date

Mar, 2026

Thank You

Thank You

Previous Work

Go back to Top

Next Work

Go back to Top