Practice efficiency — what REV does to a clinic's cost structure

Same doctors, same panel — a third smaller team

A primary-care practice doesn't run on its physicians alone. For every doctor there are roughly 4.7 support staff — front desk, schedulers, medical assistants and nurses, billers, records and transcription, office management. Most of that headcount exists to fight paperwork, payers, and re-keying: the exact work REV automates. Put the whole practice on REV and the administrative layer collapses while the clinical layer is untouched — so the total team per physician falls by roughly a third, with zero reduction in clinical capacity.

This is not "fewer clinicians." The physician seat — and the hands-on clinical support around it — are held flat. The entire reduction comes out of the back office: the people who today verify eligibility on the phone, re-key a clipboard into the chart, work denials by hand, post remits, chase aging AR, transcribe notes, and pull paper records. REV does that work automatically — eligibility at booking, digital intake straight to the claim, an ambient scribe that codes in the room, and a revenue cycle REV runs centrally. Same panel, same visit capacity, a leaner clinic.

~4.7support FTE / physician today (MGMA)

~36%smaller total team / physician

0%cut to providers or clinical hands

~$115Kloaded labor saved / physician / yr

The whole team, per physician — before and after

5.84total seats / physician
(1 provider + 4.84 support)

→

3.73total seats on REV
(1 provider + 2.73 support)

−36%total headcount / physician
(support layer −44%; providers flat)

Baseline staffing is the MGMA / AAFP family-medicine benchmark — FTE per FTE physician, by role. REV's automation hits the administrative roles hardest and the clinical roles barely. The green fill is what's left after REV inside today's baseline.

Role (per physician)

baseline ▮ vs after REV ▮

base

auto

after

Front desk / reception / scheduling

1.00

45%

0.55

Clinical support — MA / nurse protected on purpose

1.60

20%

1.28

Billing / RCM / collections

0.80

80%

0.16

Records / transcription / secretarial

0.77

80%

0.15

Practice management / admin

0.53

15%

0.45

Facilities / housekeeping

0.14

Support total / physician

4.84

~44%

2.73

+ Provider (MD/DO/PA/NP) — flat

1.00

Total team / physician

5.84

~36%

3.73

today's baseline FTEresidual after REVclinical — protected

Role by role — exactly what REV takes off the practice

Front desk / reception / scheduling — 1.00 → 0.55 (~45%). Today the front desk books by phone, verifies coverage at check-in, re-keys demographics off a clipboard, takes card payments, and chases no-shows. REV moves all of that upstream: online self-scheduling, a real-time 270/271 eligibility check the moment a visit is booked, digital intake that writes straight into the chart and the claim, cardless pay at booking, and automated reminders/recall. The residual is a human presence for greeting, phones, and exceptions — not a data-entry pool.
Clinical support — MA / nurse — 1.60 → 1.28 (~20%, protected). Rooming, vitals, injections, in-person patient care: physical work that does not and should not go away. What REV removes is the paperwork wrapped around it — the ambient scribe drafts the note, and message/refill/order triage is AI-assisted. We deliberately keep this layer near-flat: the bet is a leaner back office, not a thinner exam room.
Billing / RCM / collections — 0.80 → 0.16 (~80%). A typical practice staffs eligibility, coding, claim scrubbing, denial rework, appeals, posting, and AR follow-up. REV runs the entire revenue cycle centrally — the ~85% labor reduction shown in the coding deep-dive funnel — so the practice carries essentially zero in-house billing headcount, just someone to field the occasional patient-billing question.
Records / transcription / secretarial — 0.77 → 0.15 (~80%). Paper-chart pulling, scanning, and after-hours transcription are pure friction in a legacy shop. REV is EMR-native with ambient documentation: the note is structured and complete at the point of care, so there's nothing to transcribe and no chart to pull. The residual is records requests and release-of-information a person still handles.
Practice management / admin — 0.53 → 0.45 (~15%). Someone still runs the practice. REV thins the task list — automated reporting, payer/credentialing workflows, and a smaller team to supervise — but the manager stays. This is intentionally the lowest-automation non-clinical row.
Facilities / housekeeping — 0.14 → 0.14 (0%). Physical plant. Software doesn't touch it; we hold it flat.

Related: the billing-labor funnel (the basis for the billing row) · why REV needs zero in-house billing headcount · paperless & cardless by design.

Why this is the wedge — not just a nicety

Labor is the largest controllable line in a primary-care P&L. Taking ~2.1 loaded FTE per physician out of the cost structure — on the order of ~$115K per physician per year at a conservative ~$55K fully-loaded cost per administrative FTE — is the difference between a practice that's squeezed and one that clears margin. It's why a practice switches to REV, and it's the same automation that drives REV's own ~78% gross margin: one platform makes both sides of the relationship more efficient.

Basis — design targets, not measured. REV is pre-GA, so the per-role automation rates are design targets, informed by our sales calls and public RCM/operations benchmarks. The baseline staffing (~4.7–4.84 support FTE per family physician, and the per-role split) is the MGMA 2001 Cost Survey as presented by the AAFP — illustrative of a typical practice, not any one clinic. Real practices vary widely by size, payer mix, and how much they already outsource; a shop that already outsources billing starts lower on that row. The ~$115K/physician labor figure uses an illustrative ~$55K fully-loaded cost per administrative FTE. Reached on a ramp as the practice fully adopts the platform, not on day one.

Sources: AAFP / MGMA — how many staff members do you need (FTE per physician by role) · MGMA — cost-efficiency with medical-group staffing · in-portal: RCM labor funnel.