
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 midsized businesses turn messy problems into clear strategies, useful software, smarter workflows, and better decisions.

AI Strategy for Entrepreneurs
A practical way to identify the workflows where AI can create value — and where it should stay out of the way.

Where the work starts
Most business problems don't arrive as clean requirements. They show up as scattered data, stuck workflows, fuzzy ideas, frustrated teams, and decisions nobody quite owns.
Thinking Aloudly exists to work through that middle space — where business judgment, product thinking, technical planning, and practical execution all have to come together.
Turn ambiguity into something you can actually act on.
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: get clear about the problem before committing to the solution.
Cut through AI noise and find the specific, useful places it belongs in your workflows.
Work through the operational and strategic decisions that keep small teams stuck or slow.
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.
Bring senior retail and e-commerce judgment to merchandising, operations, and analytics questions.

Process
The shape of every engagement is different. The thinking follows a consistent sequence.
01
Define what's actually happening, what matters, what can improve now, and what deserves more consideration.
02
Look at the people, workflows, systems, data, handoffs, and decisions involved — including the awkward parts everyone has learned to work around.
03
Shape the right product, process, dashboard, AI workflow, prototype, or business recommendation.
04
Leave with practical next steps, clear priorities, and something your business can actually execute.
Selected work
Products, systems, prototypes, and operating models built around real business problems.

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.

Why Thinking Aloudly
Big companies can put entire teams around product, operations, data, software, and AI. Small and midsized businesses usually can't — but the decisions are no less important.
Thinking Aloudly brings that kind of senior product and business judgment on demand: short engagements that clarify, deeper engagements that execute, and an approach designed to leave your business better able to think for itself when I'm gone.
No theater. No jargon for its own sake. Just clearer thinking and useful work.
Let's talk
Tell me what you are working on, where things feel stuck, and what kind of outcome you are trying to create.
A messy problem is enough. We can figure out the shape of the engagement together.