Use cases / Scheduling & Dispatch

Case Study: AI Virtual Agent as Front-Line Call Taker and Holiday CSR (Superior Plumbing, Atlanta)

Last updated · Reviewed by Jacob Campos

Short answer: CSR staffing had to cover every peak and holiday, and a missed call meant a lost job. The fix: Start the agent as a fallback for calls your CSRs can't pick up, then follow the 4-step workflow below using ServiceTitan AI Virtual Agent (Contact Center Pro) + on-call escalation manager. It's rated medium to set up, and you should measure results against your own baseline.

The problem: CSR staffing had to cover every peak and holiday, and a missed call meant a lost job.

Trades
Plumbing
Category
Scheduling & Dispatch
Difficulty
Medium
ROI lever
CSR coverage without overstaffing
Tools
ServiceTitan AI Virtual Agent (Contact Center Pro) + on-call escalation manager

Workflow

  1. Start the agent as a fallback for calls your CSRs can't pick up.
  2. Track booking and escalation rate, then move it to front-line on slow periods.
  3. Keep a named on-call escalation manager for holidays.
  4. Update the agent's instructions for seasonal events (cold snaps, storms).

Starter prompt

Write seasonal instructions for our AI phone agent at [Company], a plumbing company in [area], for [event, e.g. a hard freeze]. Include 3 short safety tips callers can use now (e.g. how to shut off the main), which situations it must escalate to the on-call manager immediately, and what it may book. Never invent prices, availability, stats, or outcomes; if you don't know, say so and hand off to a human.

What to measure

Vendor-reported (ServiceTitan customer story, Feb 2026; not independently verified): Superior Plumbing (Atlanta area) says its virtual agent averaged an 80% booking rate as a front-line call taker with a 30% escalation rate, and about 70% as a fallback. Through attrition the team went from six full-time and one part-time CSR to three full-time CSRs plus the agent, and for the first time no CSR worked Thanksgiving or Christmas, with an escalation manager on call. (source linked below)

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FAQ

What tools do I need for case study: ai virtual agent as front-line call taker and holiday csr (superior plumbing, atlanta)?

A typical stack is ServiceTitan AI Virtual Agent (Contact Center Pro) + on-call escalation manager. Pricing varies by vendor and plan, so check each vendor's current pricing page. Start with tools you already pay for when they cover the job.

How hard is this to set up?

It's rated medium. Start with step one: Start the agent as a fallback for calls your CSRs can't pick up.

How do I know if it's working?

The main lever is csr coverage without overstaffing. Record your baseline for a few weeks before you switch it on, then compare. Vendor-reported (ServiceTitan customer story, Feb 2026; not independently verified): Superior Plumbing (Atlanta area) says its virtual agent averaged an 80% booking rate as a front-line call taker with a 30% escalation rate, and about 70% as a fallback. Through attrition the team went from six full-time and one part-time CSR to three full-time CSRs plus the agent, and for the first time no CSR worked Thanksgiving or Christmas, with an escalation manager on call. Source: https://www.servicetitan.com/blog/success-story-superior-plumbing-ai-virtual-agent

Is it safe to let AI talk to customers?

Keep a human in the loop for prices, promises, and complaints. Any customer-facing AI should hand gas smells, sparking, smoke, or active flooding to a human or emergency services right away.

Sources

Official vendor and platform pages for the tools and policies named above. We don't endorse any vendor.

Safety note: any customer-facing AI should hand gas smells, sparking, smoke, or active flooding to a human or emergency services right away. Last updated 2026-10-20. How we pick and check use cases.

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