Service Detail

Business DNA Architecture

Align code decisions to economics, operations, and brand risk.

Pain Point

  • -Teams ship features without connection to unit economics.
  • -Roadmaps optimize velocity while recurring value stays flat.
  • -System design drifts away from real operational constraints.

My Solution

  • -I translate business constraints into architecture and delivery boundaries.
  • -I design technical workflows around pricing, user behavior, and operator workload.
  • -I define what must be stable first so growth does not scale chaos.

Real Example

North GA EMC Call Analytics (in collaboration with Versalytix)

Codebase: North-GA-EMC-UI

Secure supervisor workflows with AI summaries, transcripts, playback, and Azure AD SSO tied to call-center operations.

Post-call documentation time was reduced by 80%, improving supervisor throughput and consistency.