Case Studies
Architecture Under Constraint
Decisions, tradeoffs, operating evidence, and clearly labeled outcomes from complex healthcare AI work.
PfizerCoCo AI
Enterprise Knowledge Platform
Agentic RAG system for pharmaceutical knowledge retrieval and compliance automation.
Role: embedded architecture, retrieval strategy, stakeholder alignment
Estimated 35% faster MLR cycles
Evidence: anonymized case study + public RAG/governance patterns
IPG HealthAI Playbooks
Regulated Content Systems
ML platform enabling compliant content velocity across 13 pharmaceutical brands.
Role: delivery leadership, operating model, platform adoption
Scaled enablement from 5 to 60+ engineers
Evidence: anonymized delivery model + public playbook patterns
AbbottAlinity Analytics
AI/ML Diagnostics
Sanitized cloud migration profile for a 27,000-device diagnostics environment.
Role: migration planning, ML-readiness pipelines, audit controls
Deployment window reduced from 6mo to 3wk
Evidence: anonymized platform case study + public regulated MLOps patterns
PfizerContent Automation
AI Governance
Human-in-the-loop AI system for MLR review acceleration and content governance.
Role: workflow design, HITL controls, governance operating model
Modeled 71% review-time reduction
Evidence: anonymized workflow case study + public policy/eval patterns
AbbottLibre CGM
Reliability Engineering
Patient-critical continuous glucose monitoring serving 4M+ patients.
Role: reliability patterns, incident readiness, patient-safety constraints
99.99% target reliability architecture
Evidence: anonymized reliability case study + public observability patterns
MedtronicGI Genius
FDA 510(k)
AI medical device regulatory pathway achieving FDA clearance for clinical use.
Role: regulatory-pathway strategy, validation framing, launch readiness
FDA 510(k) pathway support
Evidence: anonymized regulatory case study + public governance patterns
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