Case study · 2025

ClarityScope Optometry  Appointment & Insurance Automation

A 4-location optometry chain turned six hours a day of front-desk phone work into a tuned AI agent — without replacing their existing PMS.

HealthcareAI & AgentsCustom Software

Impact

What changed.

01

40% fewer front-desk calls

Call volume across the 4 branches dropped 40% within the first 30 days. Front desk staff were redeployed to in-person patient experience and frames-floor support — zero layoffs, measurably better patient feedback.

02

Pre-auth in under 24 hours

Insurance pre-auth turnaround dropped from a 3-day average to under 24 hours. Exceptions hit a shared queue instead of disappearing into a single staffer's inbox.

03

Inside their PMS, not around it

The agent runs inside their existing practice management system. No rip-and-replace, no new SaaS subscription, no separate dashboard for the team to learn. Documentation handed over to their internal IT.

Optometrist fitting eyeglasses on a patient in a modern clinic

The challenge

Before

ClarityScope Optometry was running four branches under one brand, and every front desk was buried in the same three jobs: confirming appointments by phone, chasing insurance pre-authorisation documents, and following up on reminder no-shows. Each branch was losing roughly six hours a day to phone-and-paper work — call-backs, voicemail tag, scanning insurance forms, and emailing carriers for clarification. Leadership didn't want to rip out their existing practice management system or hire four more receptionists. They wanted one focused automation that played nicely with what they already had.

  • ~6 hours/day per branch lost to appointment confirmation calls
  • Insurance pre-auth documents printed, scanned, and emailed manually
  • No-show rate dragging down per-branch revenue
  • Reminder follow-ups handled inconsistently across the 4 locations
  • Front desk staff working through lunch to keep up with calls
  • Insurance pre-auth turnaround averaging 3 days
  • No central queue for exceptions — each branch handled its own escalations
  • Existing PMS in place — no appetite for a rip-and-replace

The solution

What we built

We ran our 4-week Business Automation Package. Week one we co-decided the scope: appointment confirmation and insurance pre-auth — the two workflows draining the most hours, run as one connected agent. We built directly into their existing PMS rather than around it. The agent: (1) confirms appointments via SMS and email, with two-way reply handling, (2) classifies insurance pre-auth documents arriving by email and scan, extracting the carrier, plan, and pre-auth status, and (3) escalates anything outside its confidence threshold to a shared human queue — no silent failures. Friday demos every week. By week four it was running against real patient traffic across all four branches. The 30-day post-launch tuning surfaced about a dozen edge cases on insurance plans, all resolved before handover.

ClarityScope Optometry — Appointment & Insurance Automation solution

Core workflow connections

How the system flows.

  • Appointment booked in PMSAI agent sends SMS + email confirmation
  • Patient replyAI parses intent (confirm / reschedule / cancel)updates PMS
  • Insurance pre-auth document in inboxAI classifies carrier, plan, status
  • High-confidence pre-authauto-filed against patient record in PMS
  • Low-confidence documentrouted to shared human exception queue
  • Reminder cadenceAI agent triggers 7-day, 24-hour, and 2-hour touches
  • Branch dashboardlive view of confirmations, exceptions, and pre-auth status
  • 30-day post-launch tuning12+ insurance edge cases resolved pre-handover

Process

How we built it.

Step 01

Appointment booked in PMS → AI agent sends SMS + email confirmation

Step 02

Patient reply → AI parses intent (confirm / reschedule / cancel) → updates PMS

Step 03

Insurance pre-auth document in inbox → AI classifies carrier, plan, status

Step 04

High-confidence pre-auth → auto-filed against patient record in PMS

Step 05

Low-confidence document → routed to shared human exception queue

Step 06

Reminder cadence → AI agent triggers 7-day, 24-hour, and 2-hour touches

Step 07

Branch dashboard → live view of confirmations, exceptions, and pre-auth status

Step 08

30-day post-launch tuning → 12+ insurance edge cases resolved pre-handover

Start a project

Front desk drowning in repetitive calls?

Our 4-week Business Automation Package ships one production AI automation for the workflow draining the most hours — fixed scope, weekly demos.

No retainer lock-in · Month-to-month · Full transparency

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