Work

The Work:
Five Products. Ten Case Studies. One Pattern.

Fragmented signals, unified into decision systems that scale.

Enterprise Experience

From USAA's onboarding engine to iPROMOTEu's identity architecture: each case study is a chapter in the larger argument about decision systems at scale.

These 10 cases build a single thesis.

Read the white paper to see how the connective tissue across all 10 case studies argues for a single architectural pattern: the decision layer.

Read the White Paper

The Process

01

Discover

Human Centered Design sessions, user research, and stakeholder interviews to understand the real problem: not the stated one.

02

Define

Persona development, life event trigger mapping, and data analysis to frame the opportunity with precision.

03

Build

Rapid prototyping, iterative development, and data-driven roadmapping to ship products that actually work.

Career Timeline

May 2016 to May 2021USAA

USAA

Producer to Product Manager

The problem I inherited: USAA's onboarding workflow was a disconnected series of touchpoints with no unified logic for driving primacy (direct deposit acquisition). I built a 90-day trigger-based onboarding system with daisy-chained life event signals, reducing drop-off and measurably improving direct deposit conversion. I transferred to Car Buying, ran the first Human Centered Design session in the division, and launched a template-driven Learning Center covering auto loan, insurance, and maintenance. I owned OEM Discounts and built Tableau dashboards that powered roadmaps for Mercedes-Benz, BMW, and other OEM partners.

Decision System DesignLife Event TriggersData AnalyticsPlatform ThinkingOEM Strategy
May 2021 to Nov 2021iPROMOTEu

iPROMOTEu

Product Manager: Platform Modernization

The problem I walked into: a fragmented vendor integration ecosystem where manual onboarding had plateaued at ~90 suppliers despite the PromoStandards consortium establishing 8 API standards. I identified the architectural gap and began designing a data lake approach to normalize supplier data at scale, replacing one-off integrations with a reusable ingestion pipeline. I laid the foundation for what would become the NexusStream architecture.

Data Lake ArchitectureAPI Integration StrategyPromoStandardsPlatform Consolidation
Nov 2021 to Mar 2022Tend

Tend

Product Manager

The problem: cross-border fund transfers between the US and Mexico lacked a reliable, compliant digital rail. I implemented an enhanced onboarding workflow modeled on the USAA trigger-based approach, adapted for a dual-regulatory environment (US bank + Bank of Mexico City). I identified structural risk in a user-generated content strategy and redirected toward a controlled data model, navigating complex multi-stakeholder alignment across two banking systems.

Workflow OptimizationCompliance SystemsCross-Border PaymentsStakeholder Alignment
Mar 2022 to Aug 2023Productable

Productable

Product Manager

The problem: the US Air Force had an innovation funnel generating volume but no visibility. Leadership couldn't measure quality or prioritize submissions. I built a scoring and decision layer on top of the funnel: structured exercises (TAM/SAM/SOM, ICP, MMR) that forced submissions through a qualification framework, plus a review portal for leadership to grade, pass, or fail innovations with documented rationale. I converted a noise-generating intake system into a signal-producing decision engine. The org was later acquired.

Decision System DesignSignal ScoringInnovation ManagementGovernment
Mar 2024 to Mar 2026iPROMOTEu

iPROMOTEu

Senior Product Manager

The problem: a post-acquisition integration crisis. The AiA acquisition created two parallel user bases on incompatible platforms, and the underlying ERP was a home-grown system with no scalability path. I led the full migration of AiA users to iSUITE, consolidating workflows, rationalizing data models, and preserving continuity for distributors. I simultaneously spearheaded the ERP upgrade from the legacy platform to NetSuite, leading discovery, requirements, and vendor alignment through March 2026.

Platform ConsolidationERP MigrationNetSuiteWorkflow OptimizationData Normalization
2025 to PresentIndependent

Independent

Builder & Founder

I'm building decision systems in the open. Five prototypes shipped so far: NatureFirst (AI-powered flora/fauna identification), Anertia (authentic self-expression platform), C-4 Command (dealer intelligence engine with LEME scoring), NexusStream (data lake architecture case study), and Talox (SaaS for heavy equipment shops). Each explores a different application of the signal to context to decision framework.

AI SystemsKnowledge EnginesDecision Layer DesignSaaSRapid Prototyping

The Operating System

A System of Systems

ibuildsystems.io

Onboarding & Retention
Tiered Persona Model
Cultural Ecosystem Design
Compliance as Architecture

Four frameworks. One repeatable system. Applied across banking, fintech, government, and B2B SaaS to turn broken workflows into scalable revenue engines.