How one repetitive process gets diagnosed, redesigned, and measured. Built on a fictional business to show the method, start to finish.
This is a demonstration of my process on a made-up company. The numbers shown are an illustrative measurement plan, not results from a real engagement.
Harborlight Coaching (fictional) is a solo business coach who takes new-client inquiries through a website contact form. Every inquiry is handled by hand: read, replied to, logged, and followed up on personally. As inquiries grew, response times slipped and follow-ups started falling through the cracks.
Current state
Redesigned state
Same tools the business already uses, connected so the mechanical steps stop needing a person. The coach still owns the moment that matters: approving and sending the reply.
This is the human-in-the-loop line. AI handles the repetitive mechanical work. The person keeps judgment where a mistake would cost trust.
Before changing anything, measure the current process for two weeks to set a real baseline. Then track the same four numbers after. The targets below are illustrative, to show what "better" would look like, not a promised result.
| What we measure | Baseline (measure first) | Target (illustrative) |
|---|---|---|
| Median time to first reply | measure over 2 weeks | under 1 hour, same-day |
| Leads with a logged follow-up | measure over 2 weeks | 95%+ receive a documented second touch |
| Weekly hours on intake admin | measure over 2 weeks | meaningfully reduced |
| Inquiry-to-booking rate | measure over 2 weeks | higher, from faster + consistent follow-up |
Baseline-then-compare keeps the claim honest. The point is a measurable before and after, not a number promised up front.
Designed to run on what a small business likely already has: a website form, a lightweight CRM, a calendar or booking tool, an AI assistant for drafting, and one no-code connector to link them. The goal is fewer moving parts working together, not a bigger tech stack.
Business goal: reduce owner admin time, improve response consistency, and prevent qualified leads from being lost to manual follow-up.