Rapid Fix Appliance Repair runs 16 technicians out of Ahmedabad, fixing fridges, ACs, washing machines, and geysers. Founder Ramesh Iyer started the business himself with a single van and a toolkit a little over a decade ago, covering a handful of neighborhoods on the west side of the city; today's 16-technician team covers most of Ahmedabad, from the older, denser areas near the river out to the newer developments on the outskirts. For most of the year, one dispatcher — Meena — could handle the phone by herself: take the call, ask what's broken and roughly where the customer is, check which technician was nearby and free, call back to confirm a slot. It worked. Then AC season arrived.
Illustrative example. Rapid Fix Appliance Repair is a composite scenario built to show how AIVA works for this kind of business — not a verified customer account.
The dispatcher bottleneck
From April through June, Rapid Fix's inbound call volume roughly triples — every heatwave means a wave of dead ACs and refrigerators, and everyone wants same-day service. At that volume, one dispatcher manually cross-referencing technician routes against a phone queue stops working. Rapid Fix's numbers from last peak season: around 180 calls a day, of which Meena could meaningfully handle 90 to 100. The rest went to voicemail or a callback list that didn't get worked until evening. Same-day booking rate, which sits comfortably above 80% in slower months, dropped to around 40% at peak — and a customer whose fridge died at 11am generally isn't willing to wait until 6pm for a callback, let alone a slot tomorrow.
Picture Meena's desk on a bad day in May: a paper log of that morning's jobs, a whiteboard with technician routes sketched in marker, and a phone that doesn't stop. A call comes in about a fridge that's stopped cooling — food already starting to turn in the heat — and by the time Meena's free to call back, that household has usually already tried someone else. Founder Ramesh Iyer told us Rapid Fix had taken to budgeting for a second, seasonal dispatcher for ten weeks a year — hired in March, trained for a week or two on the ticketing system and the technician roster, and let go again once call volume dropped back in July. It never felt like a good use of the role, and it meant Rapid Fix was permanently ramping someone up just in time to let them go.
How it works now
AIVA Voice now takes the intake call directly: what's broken, brand if the customer knows it, address or area, and how urgent it is. It's connected to Rapid Fix's scheduling system, which tracks technician routes and open windows in real time — the same kind of live routing data a field service management platform exposes for businesses running technicians across a city — so it can offer an actual same-day slot on the call, not a promise to call back.
That routing awareness mattered more than a simple calendar would have. A technician working through a dense cluster of jobs in one neighborhood can often fit in one more nearby call that a calendar alone wouldn't surface — and AIVA's booking reflects the technician's actual day, not just open appointment blocks. Getting that logic right took real testing before peak season: an early version of the routing didn't account for a technician's travel time between two jobs on opposite sides of a neighborhood, and briefly double-booked overlapping windows for two customers who were, on paper, both "nearby." Rapid Fix caught it during a slower month, running real jobs through the new system before AC season started, and we added travel-time buffers between bookings before it ever touched a live peak-season call.
Anything that sounds like a safety issue — a gas smell, sparking outlet, visible burning — is routed straight to a human, immediately, rather than booked as a standard repair slot. That boundary is fixed and isn't something a location can turn off, and it's part of the same escalation rules every AIVA deployment runs on.
A technician's day isn't a calendar grid — it's a route. The booking had to understand that, or it was just guessing with extra steps.
SMS handles the rest: a confirmation with the technician's name and the booked window, and customers can text RESCHEDULE if their day changes instead of calling back in. That name-and-window detail matters more than it sounds like it should — a technician showing up at someone's door works a lot better when the household already knows who to expect.
The peak-season story is the dramatic one, but Rapid Fix noticed a quieter benefit the rest of the year too: someone whose washing machine floods at 9pm used to just wait until morning to call. Now they get booked into the next available slot immediately, instead of becoming the first call Meena has to make when she gets in. Day-to-day, the calls run the same handful of shapes — an AC not cooling, a geyser that's stopped heating, a washing machine stuck mid-cycle — and AIVA asks enough to route the ticket to a technician with the right skill set, without pretending to diagnose the appliance itself.
The results
Measured across this year's AC season against last year's:
- Same-day booking rate at peak: ~40% → ~85%
- Calls answered live: near 100%, up from roughly half at peak
- Time from call to confirmed window: under a minute on the call itself, down from a same-day callback that often took hours
- Seasonal second dispatcher: not hired this year
Meena's role didn't shrink — it changed. She spends peak season managing technician routes and the genuinely complicated jobs — the ones where a customer's description doesn't quite match anything routine, or where a job runs long and the rest of a technician's day needs rearranging — instead of running the same five questions on a hundred and eighty phone calls a day.
What Ramesh would tell another repair business
Test the safety-escalation boundary and the routing logic in a slow month, not your first busy one — that's what caught the double-booking issue before it ever reached a real peak-season customer. Let customers text a status update or a reschedule instead of calling back in; for a business where every call used to require a live person, that alone cuts real volume. Do the math on seasonal hiring honestly — a role that's only ever ramping up or winding down rarely turns out to be worth what it costs. And keep in mind AIVA's own pay-as-you-go pricing already scales with call volume, so a triple-volume month doesn't mean a triple-cost month for the phone system too.
"We used to budget for the chaos every summer," Ramesh said. "This year we just budgeted for the AC parts." If your business runs the same kind of seasonal spike, our guide on usage-based pricing for seasonal businesses covers how that works month to month, or take a look at what AIVA does for appliance and repair businesses specifically before deciding if it fits.
Rapid Fix is already talking about next summer, which is itself a change — planning for peak season used to mean bracing for it, not looking forward to it going smoothly. Meena's even floated adding a second phone number for a new part of the city they've been slow to expand into, something that would have been unthinkable to consider seriously back when one dispatcher was already stretched thin covering the routes they had.