The Question
What architecture should a new AI product commit to, before engineering effort was spent?
The Constraint
New product, no existing system, decisions with long-term cost consequences.
What We Measured
Full architecture review against deployment realities and production requirements.
The Finding
A production-ready architecture and a phased MLOps roadmap.
What It Changed
The team built against a validated plan instead of discovering constraints mid-build.