EARNED MEDIA September 4, 2026 2 min read
CONTRACTOR has published a new article by Shop On Fire founder Jeremiah Webb examining where artificial intelligence accelerates call review—and where human judgment remains essential.
September 4, 2026 — CONTRACTOR, a leading business resource for plumbing, hydronic and mechanical systems professionals, has published What AI Call Scoring Still Needs a Human to Hear by Jeremiah Webb, MBA, founder and Elite Performance Strategist at Shop On Fire.
The article moves the conversation beyond whether AI or people are better at reviewing service calls. It presents a practical operating model for deciding where technology should create speed, where it should assist a manager’s judgment and where a customer situation must be escalated to a person.
What the article gives service-business leaders
- A better definition of call quality. A booked appointment is not a complete outcome if the customer remains uncertain or critical information disappears before dispatch.
- Five signals automated scoring can miss. Emotional temperature, indirect intent, company constraints, handoff quality and relationship risk still require context.
- Three operating lanes. Automate predictable work, assist judgment on complex calls and escalate high-risk situations to a human.
- A system diagnosis—not just an employee score. Managers should determine whether the constraint belongs to marketing, capacity, process or coaching before assigning corrective action.
- Measurement through the completed job. Call scores should connect to qualified bookings, cancellations, completed jobs, revenue and complaints.
The framework reflects Shop On Fire’s broader approach to performance: use technology to surface the evidence, use leaders to interpret it and reinforce one observable improvement, then measure whether execution changes.
Read the complete article on CONTRACTOR →
Put the framework to work
Leaders who want to bring the method into their next coaching conversation can use Shop On Fire’s Five Questions for a Better Call Review. Companies that need a broader operating diagnosis can begin with the 50-Call Revenue Audit, which separates employee coaching needs from lead-quality, capacity and process constraints.
About Shop On Fire
Shop On Fire helps HVAC, plumbing, electrical and other service businesses improve customer operations, sales execution, leadership systems and enterprise performance. Its work connects frontline evidence to manager coaching, measurable follow-through and leadership visibility.