Strategy · Analytics · Applied AI

I build clarity into complex systems.

Independent product builds — AI in the loop, operator judgment in the seat. Informed by a decade across enterprise systems, from actuarial analytics to billing, pricing, fare logic, and platform migrations.

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Clarity in ambiguity

Turning messy problems into structure.

Decision-grade analytics

Insight that holds up to interrogation.

Auditable AI

Inputs traced. Outputs explainable.

§ 02Selected Work

Selected projects.

Independent builds in strategy, analytics, and applied AI for enterprise and operational contexts.

Case Study / Medicare Provider Outliers

Medicare Provider Outliers

Provider cost and volume outlier detection across 43.7M rows of public CMS Medicare data — modeled as a dbt star schema on Snowflake, scored within 9,490 specialty-by-state peer groups, and published as a live interactive data app.

An independent build of the full analytics path: three CMS sources (Part D prescribers, Part B physician services, the NPPES registry — calendar year 2023) loaded to Snowflake, an 11-model dbt star schema with 48 passing tests and ~982 lines of schema documentation, robust MAD + classical z-score detection with peer-group floors, and two public credential-free surfaces — an Evidence data app and the dbt docs lineage site.

43.7M rows · 3 CMS sourcesdbt star schema · 48/48 tests9,490 peer groups · MAD + z-scoreLive data app + dbt docs

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All Work15 projects

01CabanaMember portal and operations layer for a field-service company — free-text repair requests triaged by Claude Haiku, deposits taken through webhook-authoritative Stripe, and a transactional outbox that guarantees no side effect is ever silently dropped; chaos-tested to zero lost and zero duplicated under injected failure.Ops Automation + AI 02SpecialtyPulse PipelineProduction-style healthcare BI pipeline — CMS Medicare reimbursement data through Databricks raw → staging → mart layers on Delta Lake, orchestrated by Airflow, delivered to a five-page executive dashboard behind verified row-level security and certified metric definitions.Healthcare Data Platform 03ValuateAI-augmented DCF agent — extracts financial line items from SEC 10-Ks via XBRL and Claude, then runs a Monte Carlo valuation with cell-level source attribution.AI Financial Agent 04TenancyLease abstraction agent for multifamily operators — extracts nine structured sections from residential lease PDFs with per-field source citations, click-to-highlight overlays anchored to OCR coordinates, a human-review exception queue, and grounded Q&A. The same agent is exposed as an MCP server.AI Document Agent 05Eval HarnessDefensible cost/quality eval comparing 9 LLMs (5 open-weight on DGX Spark via Ollama, 4 closed-weight via API) across 4 real production tasks from Sift. Cross-vendor judging, hardware-amortized cost, verifiable held-out lock. Routing-decision framework, not a benchmark. A v0.3 track extends the same substrate to agentic trajectory evaluation — grading an agent's tool-use path, not just a model's answer — with an adversarial guardrail suite and a two-tier CI regression gate, built and tested key-free (165 tests).Applied LLM Evaluation 06Quantization StudyControlled experiment on Llama 3.1 8B at FP16 / Q8_0 / Q4_K_M — paired design across MMLU and CoNLL-2003 NER (n=2,400). Decision framework, not a leaderboard.Applied LLM Research 07GridPulseAn integrated decision platform for power markets — unifying weather forecasts, scenario analysis, and grid telemetry across operating roles.Energy Decision Platform 08TarazuAI-assisted prioritization platform applying the RICE framework, with interactive scoring and structured strategic guidance.Product + AI 09SiftA news aggregator with civic footnotes. Reads ~50 outlets across the political spectrum, AI-summarizes today's stories across 10 categories — and on top, every politician, organization, bill, and political term in an article links to a structured dossier sourced from public records.AI News + Civic Literacy 10FocusForgeCharacter-driven Pomodoro for iOS that translates focus sessions into RPG-style character progression. Template-based on-device AI coach for intent framing, post-session reflection, and streak rescue. Built in SwiftUI; feature-complete and entering beta.iOS Mobile App 11GTM Healthcare IntelligenceSpecialty-EHR go-to-market analytics architecture organized across four maturity layers — governance, descriptive, diagnostic, prescriptive — so Sales, Marketing, and Finance can share a source of truth without sharing a surface.Healthcare GTM Analytics 12Platform Migration + ARR GrowthCross-functional migration and revenue expansion program spanning payments, systems, operations, and growth execution.Cross-Functional Delivery 13Revenue Recovery Audit WorkflowBilling validation workflow for mismatch detection, finance reconciliation, and recovered revenue.Enterprise Systems 14RMS Fare Validation SystemLogic-driven pricing validation model addressing complex fare rules and downstream revenue decisions.Decision Support 15Flight Disruption RecoveryDecision-support concept combining predictive signals, real-time data, and recovery visibility for irregular operations.Operational Decision Support

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§ 03Capabilities

Capabilities.

Where strategy, analytics, and AI meet — under operational pressure.

Product Strategy

Product direction when the problem isn't framed yet — finding the actual question, then writing the spec.

Business Analysis

A decade analyzing enterprise systems — actuarial pricing and risk modeling first, then billing, fare logic, and platform migrations. Always toward accuracy, auditability, and operational efficiency for operators.

Applied AI + Data

Forecasting layers, retrieval pipelines, and LLM-assisted decision tools. Independent builds where the AI sits inside the user's reasoning — designed for inputs you can audit and outputs you can defend.

§ 04About

I'm most at home in ambiguity, in the space before the structure exists.

A decade inside enterprise systems — three years actuarial analytics, then operator seats covering billing, pricing, fare logic, and platform migrations, where systems had to keep working under load. Recent independent work — Valuate, Tarazu, Sift, FocusForge, GridPulse — applies that approach to AI products.

Operating principle

I'll take the messy thing nobody wants to touch, break it apart, and make it work.

Product strategyBusiness analysisApplied AI

Diagnose first.

I reduce ambiguity early so teams can move with more confidence and less noise.

Design for trust.

If people don't actually use it, the work isn't done.

Ship the proof.

I care about what people actually use. The demo isn't the deliverable.

§ 05Contact

Open to roles, partnerships, and select consulting.

Currently exploring senior product roles and consulting work where systems thinking, analytics, and applied AI intersect — especially in operations-heavy contexts where decisions have to survive contact with the floor.

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