Case Study · Cleaning services

How a growing cleaning company scaled from 4 to 10+ workers — without adding admin.

A fast-growing gutter-cleaning company was running dozens of jobs a week on manual Outlook scheduling and texts — with no real tracking and no way to scale. Pulsar AI built an AI intake assistant and an automated dispatch system that captures every job and assigns the next free worker on its own.

Identify Growth Bottlenecks

Outcomes at a glanceAfter Pulsar AI

36 hrsof admin saved every month

+20%increase in monthly revenue

4 → 10+workers, no extra admin

Real-timejob & team tracking

The problem

Growth was outpacing a process built on Outlook and texts.

The company was winning plenty of work — dozens of jobs a week across a mobile crew. But every booking, assignment and update was coordinated by hand, with no real-time tracking. The bottleneck wasn't demand; it was the admin holding the whole thing together.

Manual scheduling & texting

Every job was booked in Outlook and assigned by hand over SMS — slow, repetitive, and easy to get wrong as volume climbed.

No real-time tracking

There was no clear view of who was free, who was busy, or what stage each job was at — leading to double-bookings and idle time.

It couldn't scale

More jobs meant more manual coordination. Every new worker added admin instead of capacity — capping growth by effort, not demand.

Problem area	Operational impact	Business consequence
Scheduling	Manual Outlook booking and SMS for every job	Slow, error-prone coordination
Job tracking	No central real-time view of jobs and workers	Double-bookings and idle or overloaded crew
Dispatch	The owner manually assigned each worker	One-person bottleneck and avoidable delays
Scalability	Admin grew with every new job and hire	Growth capped by coordination, not demand

What we did

We turned manual dispatch into a self-running cycle.

The goal was to take coordination off the owner entirely: capture each job automatically, track every worker in real time, and let the system assign and notify the right person on its own.

Capture every job automatically

An AI assistant collects the full job detail clearly and consistently, so nothing is missed or mistyped.

Track jobs & workers live

One central database shows who's free, who's busy, and exactly where each job stands — in real time.

Auto-assign and notify

The system picks the next available worker and texts them the job details automatically — no manual dispatch.

The solution

An end-to-end job-assignment cycle.

Four connected tools run the whole loop — from a customer's first message to the right worker getting a text — with the owner simply watching it happen.

Voiceflow

AI intake assistant

A friendly assistant greets each customer and collects the full job detail clearly and consistently.

Airtable

Central job & worker database

Every job and team member lives in one place, with live status and complete visibility.

Make

Workflow automation

Make connects intake, database, assignment and messaging into one seamless cycle.

Auto-assign logic

Smart worker assignment

The system finds the next available worker and assigns the job automatically.

Twilio

Instant SMS dispatch

The assigned worker immediately gets a text with the job details and location.

Real-time

Live status tracking

Each job moves through waiting, in progress and done, visible in real time.

The results

The crew doubled. The admin didn't.

By taking coordination off the owner, the system turned a manual bottleneck into a scalable operation with measurable gains in time, capacity and revenue.

36 hours saved every month

Manual scheduling, assigning and chasing is gone — handing the owner back dozens of hours a month.

20% increase in monthly revenue

Faster dispatch let the same operation take on and complete more work.

Scaled from 4 to 10+ workers

The team more than doubled without adding a coordinator.

Real-time visibility & auto-dispatch

Every job is captured, assigned and tracked automatically.

Figures from the client's engagement with Pulsar AI.

Conclusion

From a manual bottleneck to a business that scales itself.

What used to live in one person's inbox and a string of texts now runs as a self-coordinating system. Every job is captured, assigned, and tracked automatically — so the company more than doubled its crew, grew monthly revenue by around 20%, and freed dozens of hours each month, all without adding a single admin hire.

“We didn't grow by hiring coordinators. We removed the coordination — so the crew could just do the work.”

— Hamza Aslam, Founder, Pulsar AI

Your turn

Is manual scheduling capping your growth?

Book a free automation audit and we'll map exactly where coordination is costing you time and capacity — and what it would take to put your dispatch on autopilot, just like we did for this field-services team.