Missed call recovery
Leak: After-hours and overflow calls never become booked jobs.
What we observe: Where the call lands, who sees it, how fast follow-up happens, and which high-intent homeowners fall through.
ServiceTitan Ride-Along
Missed calls, unsold estimates, lapsed memberships, completed jobs waiting on invoices, dispatch pressure, install paperwork drift - ServiceTitan shops already know where the work gets messy. OpsAtlas starts with one of those real workflows, watches it happen live, and returns a straight verdict: can an agent take this over, what has to stay human, and what would it cost from measured minutes.
Strong Ride-Along candidates
What we look for
OpsAtlas does not start with generic AI questions. We start with known ServiceTitan failure patterns and compare them against how your team actually works: statuses, owners, custom fields, approval rules, exceptions, and handoffs. The point is not to admire the process. The point is to decide whether an agent can safely take part of it over.
These are strong candidates for an agent-readiness review.
Leak: After-hours and overflow calls never become booked jobs.
What we observe: Where the call lands, who sees it, how fast follow-up happens, and which high-intent homeowners fall through.
Leak: Replacement and repair estimates age out without structured follow-up.
What we observe: How estimates are prioritized, who owns follow-up, what gets escalated, and which handoffs stall.
Leak: Tune-up plans lapse because ownership sits between dispatch, CS, and finance.
What we observe: The renewal window, save path, customer touchpoints, and the data your team trusts before outreach.
Leak: Completed jobs wait days for invoice review, job costing, or missing paperwork.
What we observe: What blocks invoice release, who resolves exceptions, and which steps repeat every week.
Leak: Technician availability, geography, callbacks, and high-value calls are balanced manually.
What we observe: How dispatchers trade off urgency, route, skill, callback risk, and customer value under pressure.
Leak: Manufacturer, utility, and financing paperwork falls through after install.
What we observe: Which documents are required, where signatures stall, and who catches missed deadlines.
Ride-Along prompts
During a Ride-Along, every answer maps to fit, gap, risk, owner, ROI logic, and whether the right answer is a workflow, assistive copilot, or autonomous agent.
When a ServiceTitan job is marked complete, what prevents it from becoming an invoice?
Which open estimates are aging without an owner or next step?
Who owns callbacks, warranty claims, rebates, and financing exceptions?
Which membership statuses are treated as active, expiring, canceled, or saveable?
Where do missed calls, abandoned chats, and unbooked web leads go today?
Which custom fields are trusted enough to drive automated recommendations?
HVAC and mechanical is a strong first vertical because the work is operationally dense: high-ticket equipment, recurring memberships, urgent dispatch, financing, invoices, warranties, and ServiceTitan sitting at the center of the day. The Ride-Along starts with one painful process. If the first agent proves useful, the broader OpsAtlas Diagnostic can come later as the expansion: the full operation benchmarked, mapped, and ranked by opportunity.