Question 1

How long does implementation take?

Accepted Answer

Implementation timelines vary based on complexity, but most architectures reach stable operation within 8-12 weeks. I work in phases: initial deployment (2-3 weeks), calibration period (4-6 weeks), and optimization (ongoing until handoff). The goal isn't speed—it's getting the system to run predictably.

Question 2

What metrics do we track during implementation?

Accepted Answer

I track the metrics defined in your architecture—leading indicators that predict outcomes, and lagging indicators that confirm results. Weekly reviews focus on: funnel conversion rates, velocity metrics, efficiency ratios, and variance from projections. I adjust based on data, not feelings.

Question 3

What happens after handoff?

Accepted Answer

You keep the blueprint—all documentation, models, and frameworks I built with you. The system is designed to be operated and optimized by your team without external dependencies. I remain available for periodic check-ins or if you hit a problem you need help solving, but the goal is independence.

Implementation & Monitoring

What I Do

Implementation & Monitoring

What I Do