AI Product Architecture
Product concepts, user and operational workflows, multi-tenant thinking, system boundaries, AI-assisted capabilities, and architecture that connects business needs to a buildable experience.
Remote consulting • Frederick, Maryland
I help organizations turn complex needs into clear learning experiences and usable digital products. My work spans instructional design, AI product architecture, SaaS product design and development, UX, interactive development, and thoughtfully integrated AI.
Core services
Engagements can cover a complete learning or digital product solution, or a focused phase of an existing initiative.
Product concepts, user and operational workflows, multi-tenant thinking, system boundaries, AI-assisted capabilities, and architecture that connects business needs to a buildable experience.
Responsive application UX, workflow design, prototyping, front-end development, system integration, and product implementation from concept through working experience.
Performance analysis, learning architecture, objectives, content structure, storyboards, curricula, and design plans aligned to organizational goals.
Scenario-based learning, simulations, gamification, technical practice, assessment, and interactive experiences that help people make decisions and apply skills in context.
Responsive interfaces, prototypes, Figma workflows, HTML/CSS/JavaScript experiences, multimedia, and interaction design that make complex systems clear and usable.
Human-reviewed AI workflows, intelligent content systems, automation, rapid prototyping, and responsible production acceleration across product and learning work.
Practical deliverables
Deliverables are selected to fit the users, audience, technology, timeline, workflow, and performance requirement, not a predetermined format.
A clear working process
Clarify the users, audience, workflow, performance gap, business context, constraints, stakeholders, and definition of success.
Define the product or learning approach, experience architecture, content or workflow, technology, accessibility requirements, and review plan.
Create and iterate the product or learning experience with subject-matter experts, users, and stakeholders through visible review points.
Test content, functionality, usability, accessibility, and deployment readiness, then refine based on evidence.
Relevant experience
Experience includes corporate, government, healthcare, financial services, technology, cybersecurity, nonprofit learning, and independent digital product development.
Simulation
Scenario-based eLearning
Career record
Frequently asked questions
Yes. I am based in Frederick, Maryland, and support remote teams and organizations across the United States.
Both. I can lead a learning solution from discovery through delivery or provide focused support for analysis, storyboarding, development, multimedia, assessment, or quality review.
Tools are selected for the project and may include Figma, HTML/CSS/JavaScript, GitHub, AI-assisted development tools, Articulate Storyline and Rise, Adobe Creative Cloud, Camtasia, Vyond, Synthesia, and LMS publishing workflows.
I use AI selectively to support analysis, ideation, architecture, prototyping, development, media production, automation, content workflows, and learner-support concepts. Decisions and deliverables remain subject to human judgment, review, and quality controls.
Share the audience, business need, desired timeline, available source material, and any delivery constraints. I can then help define the appropriate scope and next step.
Start with the need
Tell me what people need to do, what is getting in the way, and what success should look like. I am available for selected consulting projects and remote AI Product Architect, SaaS Product Designer & Developer, Learning Experience Designer, Senior Instructional Designer, and AI Learning Architect opportunities.