Original product development — consumer AI
Porcelain Raven
A personal AI stylist concept exploring how a conversational assistant can shape a real wardrobe from taste, fit, occasion, and what is already in the closet.
Thinking Aloudly · Consulting
Thinking Aloudly helps small and medium-sized businesses turn unclear problems into practical strategies, useful software, smarter workflows, and better decisions.
Positioning
Most business problems don't start as clean requirements. They start as messy ideas, unclear workflows, scattered data, frustrated teams, or opportunities no one has fully shaped yet.
Thinking Aloudly exists to help you work through that middle space — where business judgment, product thinking, technical planning, and practical execution all need to come together.
Services
Whether you're planning a product, improving operations, exploring AI, building an internal tool, or trying to understand what your data is really telling you — the first step is the same.
Shape early product ideas into briefs, roadmaps, and MVPs that a team can actually build.
Turn a fuzzy internal tool or customer-facing app into a clear plan, scope, and prototype path.
Work through the operational and strategic decisions that keep small teams stuck or slow.
Bring senior retail and e-commerce judgment to merchandising, operations, and analytics questions.
Cut through AI noise and find the specific, useful places it belongs in your workflows.
Process
A simple, honest sequence — used with every client, adjusted for the shape of the problem.
01
We define what is actually happening, what matters, what we can improve now, and what deserves more consideration.
02
We look at the people, workflows, systems, data, and decisions involved.
03
We shape the right product, process, dashboard, AI workflow, or business recommendation.
04
You leave with practical next steps, clear priorities, and a plan that can actually be executed.
Selected work
Original product development — consumer AI
A personal AI stylist concept exploring how a conversational assistant can shape a real wardrobe from taste, fit, occasion, and what is already in the closet.
Multi-channel sales analytics prototype
A working prototype unifying multi-source retail sales data into sales, product strategy, and pack coverage dashboards for an SMB retail and e-commerce client.
Consulting prototype engagement — enterprise operating model
A role-based framework and prototype for redesigning the work before automating it, built to demonstrate why AI scales an operating model rather than fixing it.
Content operations system with human-in-the-loop review
A batch content pipeline with approve, revise, and reject flows over AI-generated output, where quality control matters as much as throughput.
Let's talk
Tell me what you are working on, where things feel stuck, and what kind of outcome you are trying to create.