Work
Work that shows how systems move from ambiguity to adoption.
Platform case studies, explorations, and writing. Each piece stands on its own. Together they show a pattern.
Case studies and project narratives. Enterprise platforms, governance, and AI infrastructure.
Behavioral Analytics Platform
An enterprise analytics platform built to make behavioral insights accessible to any team, at any technical level. Adopted across 65-plus products in year one.
Adopted across more than 65 internal products in the first year, with implementation complexity cut by roughly 90 percent and time to value under five minutes.
Fast-Pass Uploads for Enterprise Teams
A queue design that gave time-sensitive uploads confirmation in about five seconds while preserving bulk throughput, and brought avoiding teams back.
Time-sensitive uploads confirmed in roughly five seconds instead of hours, with bulk throughput for everyone else unchanged.
Asset Metadata Governance at Scale
A metadata operating model built on decision rights, sources of truth, and safe deprecation, so standards hold at enterprise scale without a review bottleneck.
Decision rights, a source of truth for every key field, a predictable intake path, and safe deprecation, with uptime above 99 percent while the standards kept evolving.
AI Prompt Playground and Bulk Testing Suite
A shared environment where product, legal, and design partners evaluate AI output across thousands of real assets before any prompt reaches production.
Prompts tested across thousands of real assets, with pass and fail scoring that made results comparable across runs and reviewers.
AI Metadata Enrichment Pipeline
A governed AI enrichment pipeline processing millions of assets, with every output traceable to the prompt and model configuration that produced it.
Millions of assets enriched in production, each in seconds to a minute, and in its first year the work of 550+ skilled professionals.
Enterprise Digital Asset Platform
Target's enterprise digital asset platform: governance at the point of publication, adoption through workflow fit, and compounding value.
Dozens of integrated systems on one platform, and tens of millions in annual value through capacity creation and cost reduction.
The Front-End Enablement Platform
An internal front-end platform reframed from generator to enablement system, supporting over a hundred teams through innersource and coordinated updates.
An innersource model that increased cross-team contributions by 50 percent and turned a centrally owned platform into one teams could shape.
Essays and short pieces on systems, leadership, and the organizational design problem behind AI adoption.
How Ask David was built
A cited ask me research surface that declines when the library is silent: what it reads, how it answers, and where it stops.
What Gets Rewarded Becomes the Definition
Contribution is difficult to observe and visibility is easy. Organizations that do not close that gap end up defining leadership by whatever they can most easily see.
When Everyone Can Make the Artifact, Understanding Becomes the Advantage
When producing a convincing artifact costs almost nothing, the artifact stops being evidence of thinking. The conversation around it becomes the signal.
The Next Revolution Will Be About Judgment
As AI reduces the effort of execution, judgment becomes the thing organizations are actually paying for. It is also the thing that only develops through the work being automated.
The End of Productivity Theater
Knowledge work is hard to observe, so organizations measure proxies for progress. AI is starting to expose which activities created value and which created evidence of it.
The Hardest Promotion Is Letting Go
Most promotions change what success means without saying so. The skills that earned the promotion are often the ones that have to be set down.
The Cost of Translation
Many problems that look like disagreements are perspective gaps. Translation is invisible organizational infrastructure, and it carries a cognitive cost.
Why Some Solutions Look Bigger Than They Are
The highest-leverage solutions look broad because they remove future complexity, not just today's problem.
Micromanagement Is Often a Symptom, Not the Problem
Micromanagement is usually a clarity problem, not a personality flaw. When decision rights are unclear, control is a rational response.
Understanding the Problem Is the Work
Most enterprise systems fail from a lack of shared diagnosis, not a lack of effort. The highest-leverage work is the clarity that makes the solution obvious.
The Cognitive Cost Nobody Measures
Cognitive load is treated as an interface problem. The larger source is the organization itself, and it never appears in the metrics leaders track.
AI Governance Is an Organizational Design Problem
AI governance failures are rarely technology failures. They happen in organizations that were never designed to govern intelligent systems.
AI as a Thinking Partner
Large organizations are built to execute complex work, not to develop complex ideas. That constraint is where AI has mattered most.
Adoption Is a Product Problem, Not a Change Management Problem
People do not resist new systems because they are unfamiliar. They resist because the new system has not made their work easier yet. That is a product gap, not a communication gap.
The Cost of Operating Ahead of the Organization
Seeing the path before the organization can walk it is a structural condition. The productive response is building structures that make the future legible.
Trust Is a System Property
Users trust systems that behave predictably, protect their work, and reduce friction. None of that lives at the interface layer, which is where most platform investment goes.
Metadata as Product Strategy
Metadata is treated as a technical concern in most organizations. That is a strategic mistake, and the organizations that figure it out gain a compounding advantage that is genuinely hard to replicate.
Living Portfolio System
The highest-value work often produces no visible artifact. Patterns across projects reveal more about how someone operates than any single outcome.