fix: remove US veterinary clinic case (No. 67)

docs/use-cases/role/operations.md

@@ -10075,257 +10075,7 @@ TOTAL WEEKEND FINANCIAL SUMMARY (Projected)
 
 :::
 
-## 67. AI Veterinary Clinic Operations Optimizer
-
-**Role**: Operations | **Industry**: Healthcare, Agriculture | **Task**: Process Automation
-
-::: details Pain Point & How COCO Solves It
-
-**The Pain: Overbooking, Inventory Waste, and Billing Errors Erode Veterinary Practice Profitability**
-
-Veterinary practices operate with unique operational complexity: patients cannot communicate symptoms, visit types range from 15-minute vaccinations to 4-hour emergency surgeries, and inventory includes thousands of SKUs spanning medications, surgical supplies, diagnostic reagents, and prescription diets — many with strict temperature storage requirements and short shelf lives. A mid-size practice (4-6 veterinarians, 15-25 support staff) handles 80-120 patient visits per day across wellness, sick, surgical, and emergency categories. Yet most practices run on scheduling systems designed for human healthcare that fail to account for species-specific appointment durations, the unpredictability of emergent cases, and the cascade effect when a routine wellness exam reveals a condition requiring immediate diagnostics.
-
-The financial impact of operational inefficiency in veterinary medicine is severe. Industry benchmarks show that the average veterinary practice loses 12-18% of potential revenue to scheduling gaps, no-shows, and underutilized appointment slots. Inventory waste from expired medications and supplies averages 4-8% of total inventory cost annually — approximately $40,000-120,000 for a mid-size practice. Billing errors (missed charges for services rendered, incorrect dosing-based pricing, uncaptured diagnostic fees) account for another 5-10% revenue leakage, as services performed in the heat of a busy emergency are often documented in the medical record but never make it to the invoice.
-
-Staff burnout is the industry's existential threat. Veterinary medicine has the highest suicide rate of any profession in the United States, driven in part by crushing workloads, emotional labor, and administrative burden. Veterinary technicians spend an estimated 30-40% of their time on non-clinical tasks: answering phones, managing appointment schedules, processing refill requests, and chasing unpaid invoices. Every minute freed from administrative work is a minute that can go toward patient care or, critically, toward the rest and recovery that prevents burnout.
-
-**How COCO Solves It**
-
-1. **Intelligent Schedule Optimization**: COCO maximizes clinic throughput while preventing bottlenecks:
-   - Models appointment duration dynamically based on species, breed, age, visit type, and patient history
-   - Reserves flex blocks for emergent cases based on historical emergency arrival patterns by day and time
-   - Sequences appointments to optimize room utilization and shared equipment (radiology, ultrasound, lab)
-   - Predicts no-show probability for each appointment and suggests overbooking ratios by slot
-   - Generates daily schedule previews with workload projections for each veterinarian and tech team
-
-2. **Inventory Intelligence and Waste Prevention**: COCO manages complex pharmaceutical and supply inventory:
-   - Tracks expiration dates across all SKUs and triggers use-first alerts for approaching expiry items
-   - Forecasts demand by product based on seasonal patterns, appointment mix, and disease trends
-   - Calculates optimal reorder points considering supplier lead times and usage velocity
-   - Identifies slow-moving inventory for promotional pricing or return-to-distributor before expiry
-   - Monitors controlled substance usage against DEA reporting requirements automatically
-
-3. **Charge Capture and Revenue Integrity**: COCO closes the billing gap:
-   - Cross-references medical records against invoices to identify performed-but-uncharged services
-   - Calculates medication pricing based on actual dispensed quantity and current cost basis
-   - Flags common charge-capture failures (lab work ordered but not billed, anesthesia time not captured)
-   - Generates end-of-day reconciliation reports showing potential missed charges by doctor
-   - Tracks revenue per visit trends to identify systematic under-billing patterns
-
-4. **Client Communication Automation**: COCO reduces phone burden on staff:
-   - Sends automated appointment reminders with species-appropriate preparation instructions
-   - Generates post-visit summaries in client-friendly language from medical records
-   - Manages prescription refill requests with veterinarian approval workflows
-   - Sends vaccination and preventive care reminders based on each patient's schedule
-   - Handles routine inquiry responses (hours, pricing, directions) via intelligent messaging
-
-5. **Practice Performance Analytics**: COCO provides management visibility:
-   - Calculates key practice metrics: revenue per doctor-hour, average transaction value, client retention rate
-   - Identifies revenue trends by service category (wellness, dental, surgery, emergency) over time
-   - Benchmarks performance against AAHA practice standards and regional peer data
-   - Tracks client satisfaction trends correlated with wait times, doctor assignment, and visit type
-   - Generates monthly P&L analysis with actionable recommendations for profitability improvement
-
-:::
-
-::: details Sample Prompt
-
-```
-Analyze our veterinary practice operations for January. We're a 5-doctor mixed-animal practice (70% companion, 30% equine/livestock).
-
-Scheduling data:
-- Total appointments booked: 2,340
-- No-shows: 187 (8.0%)
-- Average wait time: 28 minutes (target: <15 min)
-- Emergency walk-ins that disrupted schedule: 94
-- Appointment slots that went unfilled: 312 (due to no-shows + gaps)
-
-Revenue data:
-- Total invoiced: $892,000
-- Estimated missed charges found in chart audit (sample of 50 records): 12 records had missed charges averaging $67 each
-- Inventory write-offs (expired): $8,400
-- Accounts receivable >30 days: $47,200
-
-Staff data:
-- Front desk phone volume: 4,200 calls
-- Average call duration: 4.5 minutes
-- Staff overtime hours: 186 (target: <50)
-- Technician turnover this month: 2 departed (of 12)
-
-Identify the top 3 operational improvements that would have the highest financial and staff wellbeing impact, and provide an implementation plan.
-```
-
-:::
-
-::: details Sample Output
-
-```
-# Veterinary Practice Operations Analysis — January
-## 5-Doctor Mixed-Animal Practice
-
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-EXECUTIVE SUMMARY
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-
-Practice is generating $892K/month but leaving an estimated $127K on the
-table through scheduling gaps ($78K), missed charges ($38K), and inventory
-waste ($8.4K). Staff overtime of 186 hours signals a workload crisis that
-is the likely root cause of your 16.7% monthly technician turnover.
-
-Top 3 improvements by combined financial + wellbeing impact:
-1. Scheduling system overhaul → +$78K/mo revenue + 40% reduction in overtime
-2. Automated charge capture → +$38K/mo revenue recovery
-3. Phone volume reduction via automation → Reclaim 115 staff-hours/month
-
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-IMPROVEMENT 1: SCHEDULING SYSTEM OVERHAUL
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-
-### Current State Analysis
-| Metric | Current | Target | Gap |
-|--------|---------|--------|-----|
-| No-show rate | 8.0% | 3-4% | -4% |
-| Unfilled slots | 312/mo | <100/mo | -212 |
-| Average wait time | 28 min | <15 min | -13 min |
-| Emergency disruptions | 94/mo | Still 94, but absorbed | — |
-
-### Revenue Impact Calculation
-- 312 unfilled slots × average revenue/visit ($381) = $118,872 lost capacity
-- Realistically recoverable (accounting for demand limits): ~65% = $77,267/month
-- No-show reduction alone: 93 fewer no-shows × $381 = $35,433 recoverable
-
-### Root Cause: No-shows and emergencies compound
-- 187 no-shows leave gaps that can't be backfilled same-day
-- 94 emergencies displace scheduled appointments, increasing wait times
-- 28-minute wait times drive future no-shows (patients avoid the practice)
-- This is a negative feedback loop
-
-### Implementation Plan
-**Week 1-2: No-Show Reduction Protocol**
-- Implement 48-hour, 24-hour, and 2-hour appointment reminders via SMS/email
-- Add confirmation requirement: "Reply C to confirm or R to reschedule"
-- Non-confirmed appointments get a call 24 hours before (prioritized call)
-- Create a short-notice waitlist for clients wanting earlier appointments
-- Expected impact: No-show rate from 8.0% → 3.5% (industry best practice with reminders)
-
-**Week 2-3: Emergency Buffer Scheduling**
-- Analyze 94 emergency walk-ins by day-of-week and time-of-day
-- Block 4-5 flex slots per day during peak emergency hours (typically 10am-2pm)
-- If flex slots unused by 2 hours before, open to waitlist clients
-- Result: Emergencies handled without displacing scheduled patients
-
-**Week 3-4: Wait Time Reduction**
-- Implement species-adjusted appointment durations:
-  | Visit Type | Current Block | Recommended |
-  |-----------|--------------|-------------|
-  | Feline wellness | 30 min | 20 min |
-  | Canine wellness | 30 min | 25 min |
-  | Equine farm call | 60 min | 90 min (stop under-blocking) |
-  | Sick visit (companion) | 30 min | 40 min (stop overruns) |
-  | Dental | 60 min | 45-90 min (complexity-based) |
-- Stagger doctor start times by 15 min to distribute arrival congestion
-
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-IMPROVEMENT 2: AUTOMATED CHARGE CAPTURE
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-
-### Current Leakage Estimate
-- Chart audit: 12/50 records (24%) had missed charges averaging $67
-- Extrapolated to full month: 2,340 visits × 24% × $67 = $37,627/month
-- Annual impact: $451,524 in revenue leakage
-
-### Most Common Missed Charges (from audit patterns)
-| Missed Item | Frequency | Avg Value |
-|-------------|-----------|-----------|
-| In-house lab work (CBC, chem panel) | 35% of misses | $85 |
-| Injection/medication administration | 25% of misses | $35 |
-| Extended exam time / complexity add-on | 20% of misses | $45 |
-| Bandage/wound care supplies | 12% of misses | $28 |
-| After-hours / emergency surcharge | 8% of misses | $125 |
-
-### Implementation Plan
-**Week 1: Deploy end-of-day charge reconciliation**
-- Each doctor reviews a system-generated "charges vs. chart" comparison 
-  before signing off for the day (5 minutes per doctor)
-- System flags: procedures documented in SOAP notes without corresponding invoice line
-- Immediate capture of low-hanging fruit (lab work, injections)
-
-**Week 2: Treatment sheet → Invoice automation**
-- Configure practice management software to auto-populate invoice lines
-  from treatment sheet entries
-- Require tech sign-off on treatment sheet completeness before discharge
-- Add "supplies used" checklist to procedure templates
-
-**Week 3: Ongoing monitoring**
-- Weekly missed-charge audit on random sample of 20 records
-- Track leakage rate trend — target: <5% missed charge rate by Month 3
-- Share results by doctor (anonymized initially) to build awareness
-
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-IMPROVEMENT 3: PHONE VOLUME REDUCTION
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-
-### Current Phone Burden
-- 4,200 calls/month × 4.5 min = 315 staff-hours/month on phone
-- That's nearly 2 full-time equivalents spent answering phones
-- Front desk is the bottleneck — simultaneously checking in patients,
-  answering phones, and processing payments
-
-### Call Volume Breakdown (estimated from industry benchmarks)
-| Call Type | % of Calls | Monthly Volume | Automatable? |
-|-----------|-----------|----------------|-------------|
-| Appointment booking/change | 35% | 1,470 | YES — online booking |
-| Prescription refill requests | 20% | 840 | YES — online portal |
-| Pricing/services questions | 15% | 630 | YES — website FAQ/chatbot |
-| Lab results inquiries | 10% | 420 | YES — client portal |
-| Medical advice/concerns | 12% | 504 | PARTIAL — triage needed |
-| Other | 8% | 336 | NO — requires human |
-
-### Implementation Plan
-**Week 1-2: Launch online booking**
-- Enable 24/7 online appointment scheduling through practice website
-- Include species-specific appointment types with duration auto-selection
-- Target: Shift 50% of booking calls online = 735 fewer calls/month
-
-**Week 2-3: Prescription refill portal**
-- Deploy online refill request form with vet approval workflow
-- Client submits request → tech verifies → vet approves → client notified
-- Target: Shift 80% of refill calls to portal = 672 fewer calls/month
-
-**Week 3-4: Client communication portal**
-- Lab results posted to client portal with plain-language summaries
-- Automated post-visit instructions sent via email
-- FAQ section for common questions (pricing, hours, emergencies)
-- Target: Reduce inquiry calls by 60% = 630 fewer calls
-
-### Projected Outcome
-- Total calls reduced: 4,200 → ~2,163/month (-48%)
-- Staff hours saved: 153 hours/month
-- Impact on overtime: 186 hrs current overtime → ~33 hrs (within target)
-- Front desk can focus on in-clinic client experience
-
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-COMBINED 90-DAY IMPACT PROJECTION
-━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━
-
-| Metric | Current | After 90 Days | Improvement |
-|--------|---------|---------------|-------------|
-| Monthly revenue | $892K | $1,007K | +$115K (+12.9%) |
-| Inventory waste | $8.4K/mo | $5.0K/mo | -$3.4K (-40%) |
-| No-show rate | 8.0% | 3.5% | -4.5 points |
-| Wait time | 28 min | 14 min | -50% |
-| Staff overtime | 186 hrs | 33 hrs | -82% |
-| Phone calls | 4,200/mo | 2,163/mo | -48% |
-| Technician satisfaction | At risk | Stabilizing | Turnover reduction expected |
-
-Annual financial impact: $1.38M additional revenue + $41K cost savings
-Implementation cost: ~$15K (software, setup, training)
-ROI: 95:1 first-year return
-```
-
-:::
-
-## 68. AI Port Container Terminal Throughput Optimizer
+## 67. AI Port Container Terminal Throughput Optimizer
 
 **Role**: Operations | **Industry**: Logistics, Maritime | **Task**: Process Automation
 
@@ -10534,7 +10284,7 @@ Payback period: 34 days
 
 :::
 
-## 69. AI School District Facilities Maintenance Coordinator
+## 68. AI School District Facilities Maintenance Coordinator
 
 **Role**: Operations | **Industry**: Education, Government | **Task**: Process Automation