On most customers’ dashboards, the #1 reason calls don’t book is a shrug: “Other.” We dug into a month of real calls to find out what’s actually behind it — and it turns out the answer is knowable, useful, and mostly good news. Here’s what we found and what we’re doing about it.
Six in ten unbooked calls are labeled “Other” today. When we read through a large sample of them, almost all had a clear, specific reason — the biggest being “the office will call you back,” which isn’t a lost call at all: it’s a captured lead waiting on follow-up. We’re adding seven new reason labels that will shrink “Other” from 60% to under 10%, so the dashboard tells customers what actually happened on their calls.
We measured every customer’s calls from the last 30 days, then read through 600 “Other” call summaries one by one to sort them into real categories.
Why is it so big? After every call, our AI reviews the conversation and picks the reason it didn’t book — but today it only has four specific reasons to choose from: timing didn’t work, wanted a price on the call, wanted a human, or objected to the dispatch fee. Anything else — and most real-world outcomes are “anything else” — gets filed as “Other.” A smaller slice (about one in ten “Other” calls) comes from a behind-the-scenes case: the caller agreed to book, but the appointment couldn’t be created in the customer’s scheduling system, so the call gets marked unbooked with no explanation shown.
The composition of the 600 calls we read, scaled to a month of calls across all customers. Hover any row for a fuller description.
These join the four existing reasons. “Other” stays as a last resort, but we expect it under 10% — and if it stays that small, we can retire it from the top of the dashboard entirely.
| New label | What it means | Share of today’s “Other” |
|---|---|---|
| Office will call back | The lead was captured and the office or on-call tech is following up to schedule | ~46% |
| Caller hung up | The caller left or the call dropped before booking finished | ~15% |
| Booking system problem | Something on our side prevented the booking — flagged for us to fix, not the customer | ~13% |
| Needed homeowner approval | A renter or family member called; the homeowner or landlord has to OK the visit | ~3% |
| Service not offered | The business doesn’t do that kind of work | ~3% |
| Outside service area | The caller’s address is beyond the coverage area | ~2% |
| Wanted to think it over | Needed to check with a spouse, landlord, or their calendar first | ~2% |
Decided: calls handed to a human mid-call (~4%) will move to their own “transferred” outcome rather than counting as unbooked. That shifts about 240 calls a month out of the unbooked numbers, so dashboards will look slightly different.
Four phases. The first two change how calls get labeled going forward; the last two make sure everything customers see matches.
The share of unbooked calls that come with a real, specific explanation — today vs. after the rollout.
For CSMs, the headline to carry into customer conversations: most “Other” calls were never mysteries, and the single biggest group is leads the office still owns. When the new labels land, “why didn’t these book?” becomes a question the dashboard can actually answer.