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.

FDA QMSR — In Effect

169

Days In Effect

Effective since February 2, 2026

FDA Warning Letter: Envoy Medical

CMS # 718762 | November 11, 2025 | Class III Implantable Device

Real Case
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

Multi-Model AI Architecture

Powered by OpenRouter with intelligent model selection

Gemini 3.1 Pro Claude Opus 4.8 Claude Sonnet 4.6 GPT-5.5 DeepSeek V4 Pro MiniMax M3 Grok 4.3 GLM-5.1 Sonar Deep Research Sonar Reasoning Pro Sonar Pro Search

1M+

Token Context Window

11

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

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