How long does it take to build a monthly staffing schedule for an urgent care clinic?
About a week. Then a fifteen-day reconciliation across the other clinics. Then she starts the next one.
About a week per clinic, followed by a fifteen-day cross-clinic reconciliation, every month. Across a regional urgent care network of several dozen clinics in the Northeast, that consumed roughly forty percent of a practice manager's working time. The network expanded AI scheduling from a single district to its full footprint in summer 2026, before the first measurement window had closed.
- Industry
- Urgent care
- Who uses it
- Practice managers
- What it does
- Clinical staff scheduling
- Measured
- Baseline 2025 to 2026

A practice manager at an urgent care clinic sits down to build next month's schedule. It will take her about a week.
Then it goes into a fifteen-day reconciliation across the other clinics in her group, because float staff and per diem coverage do not respect clinic boundaries. It publishes on the first of the prior month. Then she starts the next one.
The network's chief executive described it without any decoration at all: their practice managers spend a week building a schedule for a clinic, and it is very manual.
Across the network that adds up to roughly forty percent of a practice manager's working time. Every one of those schedules has to respect credentialing rules that change by state, split shifts, provider pairings, weekend and holiday requirements, and the preferences that keep good staff from leaving.
And then somebody calls out sick at six in the morning and the whole thing has to be rebuilt live, by phone, while patients are walking in. That is when overtime and agency spend happen. That is when wait times climb and people leave without being seen.

The operations leaders were direct about wanting it fixed. The vice president of operations said making scheduling easier was top of mind for them. A regional operations director who has run New England operations for a decade was already imagining what her team would do with the time back.
In summer 2026, before the first full measurement window had closed, the network moved from a single fixed engagement to coverage across its entire clinic footprint. That decision is the proof point. They expanded on the strength of what they had seen, not on a report.
The results themselves are being measured now, against five things written into the agreement: how long a schedule takes to build, how fast a call-out gets filled, what happens to overtime and agency spend, what happens to patient wait times, and how many patients leave without being seen.
Measurement window
Baseline schedule build time, reconciliation cycle and practice manager time allocation are pre-launch, 2025 into 2026. The five contractual outcome measures are in their first window and unreported.
Questions this answers
1How much of a practice manager's time goes to scheduling?
At this network, roughly forty percent, driven by a week-long build per clinic plus a fifteen-day cross-clinic reconciliation on a repeating monthly cycle.
2What breaks a clinic schedule after it publishes?
A six a.m. call-out. The schedule gets rebuilt live by phone while patients are arriving, which is where overtime, agency spend, longer wait times and patients leaving without being seen all originate.


