Abridge — Implementation Playbook (DSO)

Abridge AI Scribe Implementation Playbook for DSOs

A Strategic Guide for Deploying Clinical Documentation AI at Scale

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1. Executive Summary

What Abridge Does

Abridge is an AI-powered ambient clinical documentation platform that listens to patient-provider conversations in real-time and automatically generates structured clinical notes, including subjective findings, objective observations, assessments, and treatment plans. The platform eliminates manual note-taking during and after appointments, integrating directly with practice management systems to populate patient records seamlessly.

Why DSOs Specifically Benefit from AI Scribes

AI scribes deliver compounding advantages at scale that single practices cannot achieve:

• Standardization of Clinical Documentation: Enforce consistent note quality, terminology, and completeness across all providers at all locations—critical for compliance, quality assurance, and legal defensibility
• Aggregate Data Intelligence: With uniform documentation, DSOs can analyze clinical patterns, treatment outcomes, and operational efficiency across their entire portfolio, enabling data-driven decisions impossible with fragmented manual notes
• Provider Time Recovery at Scale: If Abridge saves each provider 60-90 minutes daily across 50 locations with 3 providers each, that's 225-337 hours of recovered clinical capacity per day—equivalent to hiring 28-42 additional full-time providers
• Reduced Turnover Impact: Standardized AI documentation reduces the knowledge transfer burden when providers leave and accelerates new provider onboarding
• Centralized Quality Control: Real-time visibility into documentation compliance without requiring manual chart audits at every location

Expected Timeline: Decision to Full Deployment

Phase	Timeline	Milestone
Pre-Implementation	Weeks 1-2	Technical readiness, stakeholder alignment, baseline metrics
Pilot Wave (2-3 locations)	Weeks 3-6	Validate configuration, refine training model
Wave 2 Expansion (5-8 locations)	Weeks 7-10	Scale deployment, stress-test support infrastructure
Wave 3+ Full Rollout	Weeks 11-16	Complete deployment across remaining locations
Optimization	Weeks 17-24	ROI validation, workflow refinement, ongoing optimization

Total Timeline: 4-6 months for 15-50 location DSO

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2. Pre-Implementation Checklist (Weeks 1-2)

Technical Requirements

Hardware Requirements (Per Location)

☐ Microphone hardware assessment: Abridge supports multiple input modes—verify compatibility

• Option A: Provider smartphone/tablet with Abridge mobile app
• Option B: Dedicated ambient microphone devices in operatories
• Option C: Desktop microphone integration with workstation ☐ Minimum device specifications: iOS 14+/Android 10+, or Windows 10+ workstations ☐ Operatory workstation inventory: confirm monitors can display Abridge interface alongside PMS ☐ Backup recording device availability for hardware failure scenarios

⏱️ Time Estimate: 2-3 hours per location for inventory

Network Requirements

☐ Minimum bandwidth: 10 Mbps upload/download per concurrent user (Abridge streams audio in real-time) ☐ Network latency: <100ms to Abridge cloud endpoints ☐ WiFi coverage in all operatories where Abridge will be used ☐ ⚠️ Guest network vs. clinical network segmentation—Abridge devices must be on HIPAA-compliant network segment ☐ Firewall whitelist: Abridge cloud endpoints (obtain current list from vendor)

⏱️ Time Estimate: 1 hour per location for network assessment

Software Requirements

☐ Practice Management System version compatibility verification:

• Dentrix G7.3+ (recommended G7.7+ for full API integration)
• Eaglesoft 21.0+
• Open Dental 22.1+ ☐ Browser requirements: Chrome 90+ or Edge 90+ for web interface ☐ EHR/clinical system integration requirements documented

⏱️ Time Estimate: 30 minutes per location

Vendor Onboarding Steps

☐ 🔵 Execute Master Services Agreement (MSA) and Business Associate Agreement (BAA) at enterprise level ☐ 🔵 Assign dedicated Abridge Customer Success Manager (CSM) for DSO account ☐ 🔵 Obtain enterprise admin console access and credentials ☐ 🔵 Schedule technical discovery call with Abridge integration team ☐ 🔵 Confirm Abridge support tiers and SLAs in writing:

• Tier 1 (Self-service): Knowledge base, FAQs
• Tier 2 (Standard): Email support, <24-hour response
• Tier 3 (Priority): Phone/video support, <4-hour response
• Tier 4 (Critical): Escalation to engineering, <1-hour response ☐ 🔵 Obtain sandbox/test environment credentials ☐ Establish key vendor contacts:
• Primary CSM: ________________
• Technical Integration Lead: ________________
• Support Escalation Contact: ________________
• Executive Sponsor (vendor side): ________________

⏱️ Time Estimate: 3-5 business days for contract execution, 1-2 days for onboarding calls

Data/Access Prerequisites

☐ PMS API credentials for each location (or centralized API if applicable) ☐ Admin credentials for Abridge enterprise console ☐ Provider NPI numbers and credentialing information for all users ☐ 🔵 SSO configuration with identity provider (Okta, Azure AD, Google Workspace) ☐ Define user role hierarchy in Abridge:

• Enterprise Admin
• Regional Admin
• Location Admin
• Provider
• Clinical Staff (view-only) ☐ Data retention policies documented and configured ☐ Audit log access and retention requirements specified

⏱️ Time Estimate: 4-6 hours for credential assembly, 2-4 hours for SSO configuration

Enterprise-Level Requirements

Network Standards Across Locations

☐ 🟣 Decision required: Centralized hosting vs. location-level data routing

• Recommendation: Centralized cloud architecture with Abridge's HIPAA-compliant infrastructure ☐ Standardized network configuration template for all locations ☐ VPN requirements for remote access to admin console ☐ Bandwidth monitoring implementation for capacity planning

Identity and Access Management

☐ 🟣 SSO implementation decision (strongly recommended for DSO scale) ☐ Centralized user provisioning and deprovisioning workflows ☐ Role-based access control (RBAC) matrix approved ☐ Multi-factor authentication (MFA) requirements defined ☐ Offboarding checklist for terminated employees

Centralized Credentialing

☐ Provider credentialing data structure in Abridge (NPI, DEA if applicable, specialty) ☐ Automated credentialing updates workflow ☐ License expiration tracking and alerts

⏱️ Time Estimate: 8-12 hours for enterprise architecture decisions

Stakeholder Alignment Map

Stakeholder Level	Role	Involvement Type	Key Concerns to Address
Board/Investors	Oversight	Informed	ROI, competitive positioning, data security
C-Suite (CEO, CFO, CDO)	Decision-makers	🟣 Approve	Strategic alignment, financial impact, risk
VP of Operations	Project Sponsor	Own	Implementation timeline, operational disruption
Chief Dental Officer	Clinical Champion	🟣 Approve	Clinical quality, provider adoption, note accuracy
IT Director	Technical Lead	Own	Integration, security, infrastructure
Regional Managers	Cascade Leaders	Inform & Support	Location readiness, staff communication
Office Managers	Location Leads	Execute	Daily workflow changes, staff training
Providers	End Users	Adopt	Time savings, clinical utility, ease of use
Compliance Officer	Governance	🟣 Approve	HIPAA, documentation standards, liability

Alignment Activities

☐ 🟣 Executive steering committee formation (CDO, VP Ops, IT Director, Compliance) ☐ 🟣 Board briefing on AI adoption strategy and investment thesis ☐ Regional manager kickoff meeting and rollout preview ☐ Provider communication announcing upcoming pilot ☐ Office manager readiness survey distribution

⏱️ Time Estimate: 2-3 weeks for full stakeholder alignment cycle

Baseline Metrics Capture

⚠️ Critical: These metrics MUST be captured before go-live to demonstrate ROI

Clinical Efficiency Metrics (Per Location)

Metric	Data Source	Collection Method	Target Owner
Average time spent on documentation (minutes/patient)	Provider self-report + time study	Survey + observation sample	CDO
After-hours charting time (hours/week/provider)	PMS login timestamps	System report	IT
Chart completion rate within 24 hours	PMS	System report	Regional Manager
Documentation completeness score	Chart audit sample	Manual review (10 charts/location)	CDO

Financial Metrics (Per Location)

Metric	Data Source	Collection Method	Target Owner
Revenue per provider per day	PMS/Billing	System report	CFO
Claim denial rate related to documentation	Clearinghouse	System report	Billing Director
Average patients seen per provider per day	PMS	System report	VP Ops
No-show/cancellation rate	PMS	System report	VP Ops

Staff Metrics (Per Location)

Metric	Data Source	Collection Method	Target Owner
Provider satisfaction with documentation workflow	Survey	Baseline survey	CDO
Provider overtime hours	Payroll/HR	System report	HR
Provider turnover rate (trailing 12 months)	HR	System report	HR

Standardization Protocol for Cross-Location Comparison

☐ Distribute standardized baseline survey to all providers (identical questions) ☐ Define consistent time study methodology (5-day sample, same day types) ☐ Pull PMS reports using identical date ranges and filters ☐ Create centralized baseline data repository (Excel/Power BI) ☐ Document any location-specific anomalies that affect comparability

⏱️ Time Estimate: 5-7 business days to collect all baseline data across organization

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3. Location Readiness Assessment

Scoring Framework

Rate each location on the following factors using a 1-5 scale. Total possible score: 25 points.

Factor 1: IT Infrastructure Maturity (1-5 points)

Score	Criteria
1	Network <5 Mbps, hardware >5 years old, PMS version outdated
2	Network 5-10 Mbps, hardware 3-5 years old, PMS update required
3	Network 10-15 Mbps, hardware 2-3 years old, PMS compatible
4	Network 15-25 Mbps, hardware <2 years old, PMS fully current
5	Network 25+ Mbps, recent hardware refresh, PMS on latest version, existing IT champion on-site

Factor 2: Staff Tenure and Adaptability (1-5 points)

Score	Criteria
1	>50% turnover in past year, no prior tech implementations, known tech resistance
2	30-50% turnover, limited tech experience, moderate resistance expected
3	20-30% turnover, some tech implementations completed, neutral attitude
4	10-20% turnover, successful tech adoptions, generally positive attitude
5	<10% turnover, strong tech adoption history, enthusiastic about innovation

Factor 3: Patient Volume (1-5 points)

Score	Criteria
1	<50 patients/week (too low volume for meaningful pilot)
2	50-100 patients/week
3	100-150 patients/week (ideal for pilot—meaningful data, manageable risk)
4	150-200 patients/week
5	>200 patients/week (high impact but higher risk—not ideal for Wave 1)

Note: For Wave 1 pilot selection, scores of 2-4 are preferable. Extremely high-volume locations should wait for Wave 2 after workflows are validated.

Factor 4: Existing Tech Stack Compatibility (1-5 points)

Score	Criteria
1	Unsupported PMS, no integrations possible without custom development
2	Supported PMS but outdated version, significant upgrade required
3	Supported PMS, standard integration path, some configuration needed
4	Fully compatible PMS, existing API integrations in use
5	Fully compatible PMS, prior AI tool integration experience, clean data structure

Factor 5: Local Champion Availability (1-5 points)

Score	Criteria
1	No tech-forward staff identified, office manager overwhelmed
2	Potential champion identified but unproven, limited bandwidth
3	Champion identified with moderate tech comfort, willing to participate
4	Strong champion identified (provider or OM), prior training experience
5	Multiple champions available, existing train-the-trainer experience, vocal advocate

Composite Score Calculation

☐ Complete scoring matrix for all locations ☐ Calculate composite score (sum of 5 factors) ☐ Rank locations by composite score

Score Interpretation

Composite Score	Readiness Tier	Recommendation
21-25	Tier 1: High Readiness	Wave 1 candidate
16-20	Tier 2: Moderate Readiness	Wave 2 candidate
11-15	Tier 3: Low Readiness	Wave 3 with remediation
5-10	Tier 4: Not Ready	Defer until prerequisites addressed

Sample Location Readiness Matrix

Location	IT Infra	Staff	Volume	Tech Stack	Champion	Total	Tier	Wave
Location A	4	5	3	4	5	21	1	Wave 1
Location B	3	4	3	4	4	18	2	Wave 2
Location C	5	3	4	5	3	20	2	Wave 1
Location D	2	2	4	3	2	13	3	Wave 3

Rollout Sequence Recommendation

Based on scoring:

1. Wave 1 (Pilot): Select 2-3 locations from Tier 1 that represent your portfolio diversity (e.g., one urban/one suburban, one GP-focused/one specialty)
2. Wave 2: All remaining Tier 1 and Tier 2 locations (typically 5-8 locations)
3. Wave 3: Tier 3 locations with concurrent remediation support
4. Deferred: Tier 4 locations—address infrastructure/staffing gaps before scheduling

⏱️ Time Estimate: 4-6 hours to complete assessment for 15-50 locations

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4. Rollout Strategy

Wave Structure Overview

Week 1-2    Week 3-6           Week 7-10          Week 11-16
   |            |                  |                   |
   |   ┌────────┴────────┐         |                   |
   |   │   WAVE 1        │         |                   |
   |   │  2-3 Pilot      │         |                   |
   |   │  Locations      │         |                   |
   |   └────────┬────────┘         |                   |
   |            │                  |                   |
   |            │ Go/No-Go        |                   |
   |            │ Decision        |                   |
   |            │                  |                   |
   |            │    ┌─────────────┴─────────────┐    |
   |            │    │        WAVE 2             │    |
   |            │    │     5-8 Locations         │    |
   |            │    └─────────────┬─────────────┘    |
   |            │                  │                   |
   |            │                  │ Go/No-Go         |
   |            │                  │                   |
   |            │                  │    ┌─────────────┴─────────────┐
   |            │                  │    │        WAVE 3+            │
   |            │                  │    │   Remaining Locations     │
   |            │                  │    └───────────────────────────┘

Wave 1: Pilot Locations (Weeks 3-6)

Selection Criteria for Wave 1

☐ 🟣 Select 2-3 locations that meet ALL of the following:

• Composite readiness score ≥21
• Strong local champion identified and committed
• Patient volume between 100-150/week (sufficient data, manageable risk)
• Representative of broader portfolio (not all identical location types)
• Office manager tenure >1 year (stability during pilot)
• No major competing initiatives (renovations, staff transitions)

Wave 1 Timeline

Week	Activities
Week 3 Day 1-2	Configuration, integration testing, champion training
Week 3 Day 3-5	Full staff training, shadow mode (AI listens but notes are reviewed, not auto-posted)
Week 4	Parallel run: Abridge generates notes AND provider creates traditional notes for comparison
Week 5	Graduated adoption: Abridge notes become primary, provider reviews/edits before posting
Week 6	Full adoption: Abridge notes auto-post after provider approval

Wave 1 Success Metrics

☐ ≥80% of providers using Abridge for all eligible encounters ☐ Average note edit time <3 minutes ☐ Zero HIPAA incidents or data security issues ☐ Provider satisfaction survey ≥7/10 ☐ Documentation time reduction ≥30% vs. baseline

⏱️ Wave 1 Duration: 4 weeks per location

Go/No-Go Criteria: Wave 1 → Wave 2

🟣 Go Criteria (ALL must be met)

☐ All Wave 1 locations achieve ≥70% of success metrics ☐ No unresolved critical technical issues ☐ Integration stability confirmed (no data sync failures in final 2 weeks) ☐ Training model validated and documented ☐ Support escalation pathways tested and functional ☐ Estimated ROI trajectory confirmed within ±20% of business case

No-Go Triggers (ANY triggers pause)

☐ HIPAA incident or data breach ☐ Provider rejection rate >30% ☐ Critical integration failures unresolved after 5 business days ☐ Note accuracy issues affecting patient care ☐ Vendor support SLAs not met on critical issues

🟣 Remediation Period

If no-go triggered: 2-week remediation window with vendor to address issues before re-evaluation

Wave 2: Scaled Deployment (Weeks 7-10)

Wave 2 Structure

☐ Deploy to 5-8 locations simultaneously ☐ Leverage Wave 1 champions as peer mentors for Wave 2 locations ☐ Standardized 2-week deployment cycle per location:

• Days 1-3: Configuration and champion training
• Days 4-7: Staff training and shadow mode
• Days 8-14: Parallel run → graduated adoption

Wave 2 Resource Allocation

Role	Wave 1	Wave 2	Scaling Factor
Vendor CSM	1	1	Same person
Internal Project Manager	1	1	Same person
🔵 Vendor Training Resources	1 trainer	2-3 trainers	Request additional from vendor
Internal IT Support	0.5 FTE	1 FTE	Increase allocation
Regional Manager Involvement	Light	Active	Daily check-ins

Wave 2 Timeline Buffer

☐ 1-week buffer between Wave 1 completion and Wave 2 start ☐ Purpose: Document lessons learned, update training materials, refine configuration template

⏱️ Wave 2 Duration: 4 weeks total (2-week cycles with overlap)

Go/No-Go Criteria: Wave 2 → Wave 3

🟣 Go Criteria

☐ ≥85% of Wave 2 locations achieve success metrics ☐ Support infrastructure handles increased volume without degradation ☐ Centralized dashboard functional and showing expected data ☐ Train-the-trainer model proven effective (champion-led training comparable to vendor-led) ☐ Regional managers confident in their oversight capability

Wave 3 Acceleration Option

If Wave 2 exceeds all success metrics: Consider increasing Wave 3 batch size to 8-12 locations simultaneously

Wave 3+: Full Rollout (Weeks 11-16)

Wave 3 Execution

☐ Deploy to all remaining Tier 2 and Tier 3 locations ☐ Champion-led training model (minimal vendor training resources) ☐ 10-day deployment cycle (accelerated based on learnings) ☐ Regional managers as primary oversight (central team in escalation role)

Tier 4 Location Remediation Plan

For locations with readiness scores ≤10: ☐ Identify specific blockers (infrastructure, staffing, other) ☐ Create remediation timeline and budget ☐ Schedule deployment 30-60 days after remediation complete ☐ Consider whether location should receive Abridge at all (cost-benefit analysis)

Rollback Plan

Rollback Triggers

• Critical patient safety concern related to documentation
• Systemic data integrity failure
• Vendor outage >24 hours with no resolution timeline
• Provider rejection rate >50% after remediation attempts

Rollback Procedure

1. Immediate (0-2 hours): Disable Abridge auto-posting; providers revert to manual notes
2. Short-term (2-24 hours): Communicate to affected locations; IT disables integrations
3. 48-hour: Complete audit of any notes posted during failure period
4. 1 week: Post-mortem with vendor; decide on re-deployment timeline or termination

Rollback Containment

• Rollback at ONE location does not automatically trigger rollback at others
• Regional manager + VP Ops jointly assess whether issue is location-specific or systemic
• 🟣 Systemic rollback requires C-suite approval

⏱️ Total Rollout Duration: 12-16 weeks for 15-50 locations

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5. Configuration & Integration (Weeks 2-3)

Practice Management System Integration

Dentrix Integration (Step-by-Step)

Prerequisites: ☐ Dentrix G7.3 or higher installed and updated ☐ Dentrix API access enabled (contact Henry Schein if not) ☐ Admin credentials for Dentrix server

Configuration Steps: ☐ 🔵 Obtain Abridge-Dentrix integration credentials from vendor ☐ Log into Dentrix Office Manager ☐ Navigate to: Maintenance → Practice Setup → Integration Settings ☐ Select "Add Third-Party Integration" ☐ Enter Abridge API credentials and endpoint URL ☐ ⚠️ Test connection—common failure point: firewall blocking Abridge endpoints ☐ Map Abridge note types to Dentrix clinical note templates ☐ Configure auto-population fields:

• Patient demographics (name, DOB, chart number)
• Provider information
• Appointment type
• Tooth numbering system (Universal vs. Palmer) ☐ Enable bidirectional sync for:
• Patient record lookup
• Clinical note posting
• Appointment status updates ☐ Run test transaction with test patient record ☐ Verify note appears correctly in Dentrix chart

⏱️ Time Estimate: 2-3 hours per location

Eaglesoft Integration (Step-by-Step)

Prerequisites: ☐ Eaglesoft 21.0 or higher ☐ Patterson API subscription active ☐ Server administrator access

Configuration Steps: ☐ 🔵 Request Abridge integration package from vendor ☐ Access Eaglesoft Administration module ☐ Navigate to: System → API Integrations ☐ Upload Abridge integration certificate ☐ Configure authentication (OAuth 2.0) ☐ Map clinical note fields:

• Chief complaint → Eaglesoft "Reason for Visit"
• Assessment → Eaglesoft "Clinical Findings"
• Plan → Eaglesoft "Treatment Plan" ☐ ⚠️ Verify procedure code compatibility (CDT code mapping) ☐ Test with sample patient record ☐ Confirm note formatting in Eaglesoft document viewer

⏱️ Time Estimate: 2-3 hours per location

Open Dental Integration (Step-by-Step)

Prerequisites: ☐ Open Dental 22.1 or higher ☐ Open Dental API key (generate in Setup → Miscellaneous) ☐ Server/cloud hosting access

Configuration Steps: ☐ Generate API key in Open Dental: Setup → Program Links → API ☐ 🔵 Provide API key to Abridge technical team ☐ Configure Abridge connector in Open Dental:

• Navigate to: Setup → Program Links → Add
• Enter Abridge program link details provided by vendor ☐ Set default note type for Abridge-generated notes ☐ Configure provider mapping (Open Dental provider ID ↔ Abridge user ID) ☐ Enable patient search by chart number or name ☐ ⚠️ Verify character encoding (UTF-8) for special characters in notes ☐ Test complete workflow with sample patient

⏱️ Time Estimate: 1.5-2 hours per location

Test Environment Setup and Validation

Test Environment Approach for DSO

🟣 Recommendation: Centralized sandbox environment with simulated location data

☐ 🔵 Request dedicated sandbox instance from Abridge ☐ Create test location profiles mirroring 2-3 representative locations ☐ Load sample patient records (de-identified or synthetic data) ☐ Configure all integration points in sandbox before production

Validation Checklist

Integration Validation: ☐ Patient lookup returns correct demographics ☐ Appointment sync shows accurate schedule ☐ Note posting creates record in correct patient chart ☐ Provider attribution is accurate ☐ Timestamp accuracy verified ☐ Note formatting preserved after posting

Audio Validation: ☐ Microphone captures full conversation (no dropouts) ☐ Background noise handling adequate ☐ Multi-speaker differentiation functional ☐ Dental terminology recognized accurately

Note Quality Validation: ☐ Chief complaint captured correctly ☐ Clinical findings complete and accurate ☐ Assessment logically follows from findings ☐ Treatment plan items captured ☐ ⚠️ Dental-specific terminology correct (tooth numbers, procedure names, materials) ☐ No hallucinated information (AI-generated content not spoken)

⏱️ Time Estimate: 4-6 hours for complete validation suite

Data Migration / Historical Data Ingestion

Assessment: ☐ 🟣 Determine if historical note ingestion is needed (typically NOT required for AI scribe deployment) ☐ If needed: Define scope (last 6 months, 1 year, all history) ☐ 🔵 Engage Abridge data migration team for scoping

Note: Abridge AI Scribe is designed for prospective documentation. Historical data ingestion is optional and primarily useful for training the AI on practice-specific patterns. For most DSOs, starting fresh with Abridge is recommended.

HIPAA Compliance and Security Verification

Enterprise-Level HIPAA Checklist

Business Associate Agreement: ☐ 🔵 BAA executed at enterprise level (not per-location) ☐ BAA covers all intended uses including AI processing ☐ Breach notification terms align with your compliance requirements ☐ Subcontractor flow-down provisions verified

Data Governance: ☐ Data residency confirmed (US-based servers for US patients) ☐ Encryption in transit: TLS 1.2 or higher verified ☐ Encryption at rest: AES-256 or equivalent verified ☐ Data retention policies configured per DSO requirements ☐ Data deletion procedures documented and tested

Access Controls: ☐ Role-based access control implemented ☐ Minimum necessary access principle enforced ☐ Admin access limited to authorized personnel ☐ Access logging enabled and reviewed ☐ Automatic session timeout configured (≤15 minutes recommended)

Audit and Compliance: ☐ Audit trail captures all data access and modifications ☐ Audit logs retained for ≥6 years (or per state requirements) ☐ Regular access reviews scheduled (quarterly recommended) ☐ 🔵 Request Abridge SOC 2 Type II report ☐ 🔵 Request Abridge HIPAA compliance attestation

Incident Response: ☐ Abridge incident response contact confirmed ☐ Breach notification timeline agreed (≤24 hours for awareness) ☐ Forensic investigation cooperation terms documented

⏱️ Time Estimate: 8-12 hours for complete security review

Standardized Configuration Template

Centrally Standardized Settings (Do NOT Allow Local Variation)

Setting	Standard Value	Rationale
Note template structure	DSO-approved SOAP format	Consistency, legal defensibility
Required note sections	CC, HPI, Exam, Assessment, Plan	Completeness compliance
Tooth numbering system	Universal	Cross-location consistency
Procedure code format	CDT with modifiers	Billing accuracy
Auto-post after approval	Yes (with 30-second provider review)	Efficiency at scale
Session timeout	15 minutes	Security standard
Audit logging	Full (all actions logged)	Compliance
Data retention	7 years	Regulatory requirement

Location-Specific Configuration (Allow Local Discretion)

Setting	Variation Allowed	Examples
Provider preferences	Note detail level, vocabulary	"verbose" vs. "concise" mode
Specialty-specific templates	Perio, ortho, pedo variations	Specialty-appropriate sections
Microphone sensitivity	Per operatory acoustics	Adjust for noisy vs. quiet environments
Language preference	Spanish/English	Per location demographics
Default appointment types	Per location service mix	GP vs. specialty focus

⏱️ Time Estimate: 4 hours to finalize configuration template

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6. Team Training Plan

Train-the-Trainer Model

Champion Selection Criteria

☐ Role: Provider OR Office Manager (either can be effective) ☐ Tenure: ≥1 year at location ☐ Tech comfort: Demonstrated quick adoption of previous tech tools ☐ Communication: Respected by peers, effective at explaining concepts ☐ Availability: Can dedicate 8-12 hours to training preparation ☐ Enthusiasm: Genuine interest in AI/technology (not grudging compliance)

Champion Responsibilities

1. Complete champion certification training (vendor-provided)
2. Deliver role-specific training to all staff at their location
3. Serve as first-line support for questions during rollout
4. Report issues to regional manager/central team
5. Collect