Product Manager | AI Product Development
Digital Transformation & Omnichannel Strategy

I turn ambiguous problems into structured product investigations, scalable workflows, and practical digital solutions.

I'm exploring how AI changes how products are researched, built, and improved. Through hands-on investigations and early prototypes, I'm developing a more AI-native approach to product thinking, workflow design, and execution.

What I'm Working On

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Cindy AI

An early-stage product exploration focused on how AI can support better decision-making and user-facing workflows. Leading the investigation, shaping product direction, and testing how research and workflow design become practical.

AI Product, Research, Prompt Engineering, Workflow Design

Agence Mola mobile app mockups

Agence Mola

My consulting practice helping businesses think through digital strategy, product direction, and practical transformation. Applying AI-first thinking to real business problems and finding where new workflows create leverage.

Digital Strategy, Product Direction, AI-First Consulting

Selected Experience

Body Energy Club

At Body Energy Club, I led digital product and transformation work across ecommerce and omnichannel operations, coordinating projects across 8+ vendors and multiple markets.

The work required strategic planning, operational clarity, and constant prioritization across multiple stakeholders to support a more connected digital experience. A deeper case study is coming soon.

Ecommerce, Omnichannel Operations, Cross-Functional Delivery, Vendor Management

AI Investigations

I'm documenting my AI learning through structured research logs: practical investigations into tools, workflows, product opportunities, and system design. These posts are less about polished case studies and more about how I think, test, learn, and build in the open.

Investigation 01

AI SEO Audit

Building an end-to-end AI-powered SEO audit tool from scratch — and what the process revealed about product design, async workflows, and the real limits of AI automation.

"The hardest part of AI wrappers isn't the prompt — it's the plumbing."

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Investigation 02

AI Email Context

Exploring how local project knowledge can give AI enough context to draft clearer, lower-effort replies without manual prompt-stuffing.

"Structured context meaningfully improves AI output quality. The difference between a generic AI draft and a contextually accurate one isn't better prompting — it's better retrieval."

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Investigation 03

WordPress to HTML

Using structured evaluation and prompt refinement to test whether AI can reliably convert WordPress pages into production-ready static HTML.

"AI is better used as a migration assistant with human-in-the-loop QA than a one-click conversion tool."

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These are research-led learning artifacts: practical investigations into AI workflows, product opportunities, and the systems thinking behind them.

Thank you for checking out my work.

If you have any questions, or would like to connect

hello@mouat.co