Choose your investigation
What would you like to understand?
Choose a topic to find relevant work, my contribution and the supporting evidence.
Scaling a critical enterprise workflow
Evidence status: Production platform; my ownership began in November 2023, after the broader platform launched.
Next investigation: Inspect the migration, workflow states and release decisions.
Reuse the foundation. Preserve the useful variation.
Make the event resolve into completed work.
Use AI to investigate. Test the product consequence.
9 cases
Enterprise workflow platform
I led workflow strategy, controlled delivery, legacy migration and adoption on a shared enterprise platform at HCA Healthcare.
Multiple teams migrated from legacy applications
Delivered production workflows; recurring monthly expansion
Read the casePayer workflow orchestration
I led product work joining payer responses, clinical-documentation events and staff actions into a governed workflow, from the event model through initial delivery.
Estimated 5,000+ annual work hours saved
Internal annual estimate following the 2025 implementation
Read the caseAI-assisted performance investigation
I redirected a long-running performance effort toward the highest-impact queries, connecting technical evidence to how people actually searched and used the application.
74.9% lower average request response time in UAT
Team release result; 1,000 virtual users, June 28 to July 6, 2026
Read the caseDenial governance and integration
I led product requirements for denial governance, synchronization, validation and recovery across connected workflows.
Delivered integration and governance capabilities
Generalized architecture
Read the caseClinical-review coordination
I led workflow definition, ownership states and operational visibility for time-sensitive clinical-review coordination.
A workflow with explicit ownership and follow-up
Delivered workflow; public states and examples are generalized
Read the caseData quality in the workflow
I introduced data-quality checks, documentation and review practices within the product workflow.
30% improvement in reporting efficiency
Data quality and reporting
Read the caseEnterprise delivery and adoption
I contributed to product delivery, analytics, UAT, enablement and adoption across enterprise teams.
95% of approved enhancements delivered on time
Enterprise delivery and adoption
Read the caseHuman-supervised assignment
I led discovery, business-rule definition and UAT for an assignment workflow with explicit eligibility, ranking and review.
Accurate assignment in production
Optimized within the defined operating constraints
Read the caseMIN–MAX Living
I designed a renter-decision workspace that compares costs, applies must-haves and keeps missing evidence visible.
A working private decision prototype
Renter research and external beta are the next steps
Read the caseCase maturity map
What kind of evidence is in this library?
The nine public cases cover one live production platform (Scaling a Critical Enterprise Workflow Platform); seven delivered work or practice cases (API-Driven Payer and Clinical Workflow Orchestration, Denial Governance and Integration Reliability, AI-Assisted Application Performance Optimization, Constraint-Based Provider Assignment, Clinical-Review Coordination Workflow, Data Quality in Product Workflows, and Enterprise Product Delivery at Nike); and one private prototype (MIN–MAX Living). The provider-assignment and clinical-review pages explain delivered underlying workflows through fictionalized or generalized public examples.
The public interactive demos use fictional inputs to illustrate product behavior; production use and customer adoption require separate case evidence.
Open the nine case pages
AI-Assisted Application Performance Optimization
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Delivered AI-assisted product-operations practice; documented team UAT comparison and generalized implementation details
MIN–MAX Living
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Private prototype; renter research and external beta are next.
Scaling a Critical Enterprise Workflow Platform
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Live in production for 3+ years | Multiple teams migrated | Incremental monthly releases | Critical enterprise workflow application
Constraint-Based Provider Assignment
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Assignment is working accurately in production within its operating constraints. The public model uses fictional cases and simplified rules.
API-Driven Payer and Clinical Workflow Orchestration
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Delivered payer-response and clinical-workflow capabilities; the Estimated 5,000+ annual work-hours outcome applies only to the approved payer-response automation workstream
Denial Governance and Integration Reliability
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Delivered integration work represented through a generalized architecture
Clinical-Review Coordination Workflow
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Underlying clinical-review coordination workflow delivered; public states, rules and examples are generalized
Data Quality in Product Workflows
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Product workflow practices implemented within delivery scope
Enterprise Product Delivery at Nike
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Delivered enterprise product and process improvements; implementation context is generalized