Model patient access AI on both sides of the ledger: cost avoided and slots filled.
Built for patient access, revenue cycle and digital leaders at health systems. Containment and AHT on the cost side, no-show recovery on the revenue side.
Your inputs
Benchmarks show typical enterprise ranges — override every field with your own numbers.
Scheduling, reminders, referrals, balance and general enquiries
Benchmark: 80k–500k for a multi-hospital system
Benchmark: $5.50–$9.50
Clinical intents always escalate to staff
Benchmark: 30–55%
From agent assist, EHR context and auto-summary
Benchmark: 8–18%
Benchmark: 500k–4M
Benchmark: 8–18% across ambulatory specialties
Proactive reminders, rescheduling and waitlist backfill
Benchmark: 10–22%
Use contribution, not gross charges, to keep finance onside
Benchmark: $80–$220 ambulatory
Voice and digital AI, EHR integration, HIPAA governance and change management
Benchmark: $500k–$1.5M
Access cost avoided plus contribution margin recovered from filled appointments.
Directional estimate. Contained calls carry $0.55 of AI run cost, and recovered visits are valued at contribution margin rather than gross charges.
Three-scenario view
Finance reviewers expect a range. These scenarios flex adoption and implementation cost around the model you entered.
Slower adoption, higher integration effort
Your inputs as entered
Strong sponsorship, clean data, phased scale-up
Want a quote built on these numbers?
Send us the brief and a delivery lead validates these assumptions against your data, then replies with indicative scope, timeline and commercial options.
CalculatorModel patient access AI on both sides of the ledger: cost avoided and slots filled. — routed to this team
How enterprise leaders use this model
- Why do health systems start with patient access?
- Access is the highest-volume, lowest-clinical-risk contact surface: scheduling, reminders, referrals, balance and directions. It produces measurable revenue impact through filled slots, not only cost savings.
- How is no-show reduction valued?
- Each avoided no-show recovers the contribution margin of a slot that would otherwise go unused. This model uses contribution per visit rather than gross charges, which keeps the case defensible with finance.
- Is voice AI appropriate for clinical questions?
- No. Automation should be scoped to administrative intents with clear escalation to staff for anything clinical, and every interaction must run inside a HIPAA-aligned, auditable configuration.
- What containment rate is realistic for patient access?
- Health systems typically reach 30–55% containment on administrative intents within a year, with scheduling and reminders driving most of the volume.
What is the ROI of AI in patient access and scheduling?
Patient access AI value is administrative call containment valued at contact-center cost, plus recovered appointments from no-show reduction valued at contribution margin rather than gross charges. Valuing a recovered slot at gross charges is the single most common error in health-system access business cases.
Ungated — results appear instantly, no email required.
What you enter
- Monthly patient access call volume
- Loaded cost per contact
- Containment rate for scheduling, registration and status calls (%)
- No-show rate and expected reduction
- Contribution margin per recovered appointment
How it is calculated
- 1.Annualize access call volume and apply the containment rate.
- 2.Value contained calls at fully loaded contact-center cost.
- 3.Apply the no-show reduction to appointment volume.
- 4.Value recovered appointments at contribution margin, not gross charges.
- 5.Subtract platform, EHR integration and delivery investment.
What you get back
- Annual contact-center savings
- Recovered appointment value
- Net benefit and payback period
- Scenario range and PDF
Built for: Patient access, ambulatory operations and digital leaders at health systems.
Why value recovered appointments at contribution margin?
Because a recovered slot only adds the marginal revenue net of the variable cost to serve it. Gross charges overstate the benefit several times over and will not survive finance review.
Which patient access calls can AI actually contain?
Scheduling, rescheduling, cancellation, registration status, directions and pre-visit instructions. Clinical triage and anything touching a care decision stays with staff.