Shipped enterprise portfolio & exploratory labs

Systems, products & production AI

Eight case studies, honestly labeled by what shipped to users vs. what remains a prototype, a discovery, or a decision to stop.

Every metric verified · 2022–2026
Productivity
+11.7%
Quotes per analyst / mo
147.0 vs 131.6 in 2025
Revenue
$500K+
ARR in 6 months
0→1 clinical radiology AI
Savings
$5–7M
Annual savings identified
Enterprise hospital client
Judgment
$1M
Spend killed on purpose
PHI/PII risk + negative ROI
Selected work

Shipped, measured, and honest about it

ShippedClaude on AWS Bedrock · Oct–Dec 2025 build

AI Quote Automation

A healthcare purchasing analytics team prices supplier quotes for hospitals. Before any of that judgment could happen, analysts retyped every line by hand. I led the AI + business-rules engine that replaced the retyping. The judgment stays with the analyst.

+11.7%
Quotes / analyst
+30.3%
Line items
FastAPI · ReactRead case study →
ShippedQuantiphi · 2022

B2B Checkout: Cutting Cart Abandonment 42%

A B2B procurement checkout with drop-off spread evenly across the flow, not concentrated at one step. That finding ruled out a single fix: iterative A/B testing across several targeted changes, not a redesign.

+42%
Reduction in cart abandonment
4
Changes tested
Enterprise Retail · B2B CheckoutRead case study →
Discovery to BuildEnterprise Healthcare GRC SaaS · 2026 · 1–2 months

Phoenix: Legacy Modernization Prototype

A solo rebuild of a 20-year-old desktop platform as a modern, AI-first web application. Roughly 60–70% of the legacy system is rebuilt completely; the rest is documented as a prioritized migration roadmap instead of pretended parity.

<1 min
AI extraction
100%
Recall, precision, row-perfect
Legacy Modernization PrototypeRead case study →
ShippedEnterprise Healthcare GRC SaaS · 2026 · Two solo POCs

Regulatory Intelligence Engine

We built a continuous monitoring engine that uses HTML scraping and Claude 3.5 Sonnet to translate regulatory changes into a strict Obligation → Policy → Action workflow, drastically reducing manual review time.

< 1 min
Scan per source
Claude 3.5
Sonnet on Bedrock
AI Compliance ToolingRead case study →
ShippedClaude on AWS Bedrock · 2026 · POC build

Clinical Evidence Extraction

Researchers review dozens of clinical trials to support treatment decisions. The bottleneck isn't search; it's standardizing buried data like participant counts, study designs, and conflicts of interest. We built a POC to automate the extraction while enforcing strict human oversight.

~2 days
Review cycle time
JSON
Strict schema format
Clinical Evidence ToolingRead case study →
FDA SaMD · CommercializedQuantiphi × Enterprise Pharma · 2023–24

Clinical Radiology AI

0→1 radiology platform, multi-tenant, FDA SaMD-compliant. We pivoted the MVP from speed-first to interpretability-first, and adoption followed.

$500K+
New ARR
68→88%
NLP accuracy
Clinical Radiology AIRead case study →
Killed ProjectQuantiphi · 2023 · Discovery phase

The $1M Project I Killed on Purpose

A well-scoped, technically exciting AI initiative. Compliance blockers we'd have hit at integration. A recommendation to terminate, before a single sprint was burned.

$1M
Engineering spend avoided
0
Sprints wasted
Healthcare / Life SciencesRead case study →
Personal BuildPersonal build · 2026 · In daily use

Command Center

A single-file, offline-first workspace that unifies tasks, follow-ups, and links across a multi-product portfolio, built because no enterprise tool treats "who am I waiting on" as a first-class thing.

<5 sec
To capture a task
0
Approvals or infra needed
Internal Productivity ToolRead case study →

Evaluating an AI architecture or enterprise product initiative?

Available for AI product leadership roles, architecture reviews, and 0→1 enterprise execution.