N
MLabs
Case Study — Home Services

HVAC &
ELECTRICIAN

From vague problem descriptions to clear, structured jobs — teams act immediately.

Client // Field Service Network

Understanding. First.

Field service doesn't break at scheduling, it breaks at understanding. When a customer calls, the real challenge is figuring out what's actually wrong, how urgent it is, and whether it's even a fit before wasting a technician's time. This system was built to handle that first layer of decision-making. It listens, asks the right questions, and turns vague problem descriptions into clear, structured jobs that teams can act on immediately.

1,500+
Electricians

Using the system

24/7
Intake

Qualification of incoming requests

Instead of just capturing requests, it filters and qualifies them. It can distinguish between a quick fix, a complex issue, or something that needs escalation, and routes it accordingly. Existing customers are recognized, new ones are created when needed, and every call results in a clean, usable output. Teams don't get "someone called about an issue", they get a defined job with context, priority, and next steps already laid out, which changes how dispatch and operations actually function day to day.

100%
Conversion

Calls converted into structured, actionable jobs

90%
Customer Match

Automatic match rate

The biggest shift is operational clarity. Electricians and HVAC teams aren't chasing information anymore or calling people back to understand the problem. They start with what matters and move faster from call to execution. Across a large base of technicians, this creates consistency in how work is captured and handled, without forcing teams to change how they operate on the ground.

-50%
Dispatch Delays

Reduction in back-and-forth before scheduling

100%
Calls converted into actionable jobs
No additional description
The Architecture

Built for operational clarity.

The system filters and qualifies requests — distinguishing between a quick fix, a complex issue, or something that needs escalation. Existing customers are recognized, new ones are created when needed, and every call results in a clean, usable output. Teams get a defined job with context, priority, and next steps already laid out.

Electricians and HVAC teams aren't chasing information anymore. They start with what matters and move faster from call to execution. Across a large base of technicians, this creates consistency in how work is captured and handled, without forcing teams to change how they operate on the ground.