VirtualBackroom.ai
AI-Powered Regulatory Logic Layer for Medical Device Compliance
When AI automation handles the speed, VirtualBackroom.ai ensures the output is FDA-defensible.
QMSR Compliance Deadline
0
Days Remaining
February 2, 2026
FDA Warning Letter: Envoy Medical
CMS # 718762 | November 11, 2025 | Class III Implantable Device
Complaint Handling
21 CFR 820.198(a)
- Complaints open 7+ months
- Engineering deferred 3 meetings
- No investigation completed
CAPA System
21 CFR 820.100(a)
- CAPAs closed without HHE
- No product impact assessment
- Same failures repeated
Risk Analysis
21 CFR 820.30(g)
- Risk file not updated since 2017
- Inconsistent severity ratings
- New hazards not identified
The Pattern: Siloed Risk
FDA found "ongoing systemic issues" — Complaint system knew about infections, CAPA system knew about cleanroom issues, but the Risk File didn't know about either.
The Defensible Flow
NCR → CAPA → Risk File: What FDA Actually Expects
1. COMPLAINT / NCR
Signal Received
VirtualBackroom.ai Validates:
- MDR trigger check
- Repeat signal detection
- Auto-assign owner
Envoy Failure:
Complaints sat open 7+ months without assigned owner
2. TRIAGE
24-48 hours
VirtualBackroom.ai Validates:
- Is this reportable?
- Is this a repeat signal?
- Who owns investigation?
Envoy Failure:
Engineering ownership deferred across 3 CFR meetings
3. INVESTIGATION
Root Cause Analysis
VirtualBackroom.ai Validates:
- Root cause vs symptom validation
- Product impact assessment
- Health hazard evaluation
Envoy Failure:
No investigation conducted despite having RPA SOP
4. CAPA DECISION
Risk-Based Justification
VirtualBackroom.ai Validates:
- CAPA or correction only?
- Risk justification documented
- Effectiveness criteria defined
Envoy Failure:
CAPAs opened for symptom, not systemic root cause
5. RISK FILE UPDATE
Mandatory Checkpoint
VirtualBackroom.ai Validates:
- New hazard → add to FMEA
- Severity/occurrence change?
- Document if no update needed
Envoy Failure:
Risk file not updated since 2017 despite new hazards
6. EFFECTIVENESS
Verification
VirtualBackroom.ai Validates:
- Did recurrence stop?
- Control actually implemented?
- Close with evidence
Envoy Failure:
CAPAs closed without product impact assessment
Integration Vision
AI handles the speed. Domain expertise ensures defensibility.
Artemis (AI Automation)
- Auto-categorize complaints
- Surface repeat signals
- Draft root cause analysis
- Generate CAPA action items
- Track effectiveness metrics
VirtualBackroom.ai (Logic Layer)
- Validate reportability decisions
- Confirm root cause vs symptom
- Enforce risk file linkage
- FDA-defensibility sign-off
- Audit trail completeness
Multi-Model AI Architecture
Powered by OpenRouter with intelligent model selection
1M+
Token Context Window
8
AI Expert Council
24/7
Availability
Platform Capabilities
AI Gap Analysis
Upload QMS documents for AI analysis against QMSR requirements with readiness scoring
Council Mode
11 AI experts provide multi-perspective analysis on regulatory questions
Mind Map Generator
AI-powered diagrams from audit transcripts with findings extraction
Audit Coach
Interactive FDA, ISO, MDR audit simulations with real-time feedback
Citation Check
QMSR citation validation with regex patterns and transition warnings
PDF Export
Professional compliance reports with scoring and action items
Ready to See VirtualBackroom.ai in Action?
Schedule a personalized demo or explore the full presentation