Owners ask whether AI is worth it. Answer with baseline metrics: hours per week on a task, error rates, response times, and revenue per rep. After automation, measure the same numbers for ninety days. Most Houston SMB AI wins show up as labor hours returned to higher-value work.
Pick One Metric Per Project
Invoice processing: minutes per invoice. Support: first response time. Sales: qualified meetings booked. Do not chase ten KPIs on pilot one.
Document the baseline before launch so improvements are credible to leadership.
Include Implementation and Support Costs
ROI math must count licensing, integration, training, and ongoing tuning. A project that saves ten hours weekly but costs eight hours to maintain still wins.
Avoid vanity AI that demos well but nobody uses. Adoption rate is the hidden KPI.
When to Expand or Stop
Scale projects that hit targets two quarters running. Pause or redesign ones that miss after reasonable tuning. Hawkeye Core scopes pilots with exit criteria upfront.