Choosing the right model
AI changes quickly. The challenge is selecting the right model, architecture, and level of intelligence for the actual job.
AI integration · APIs · Full-stack products
I help founders turn ambitious ideas into useful technology.
I combine product strategy, AI, APIs, frontend and backend development to move from an uncertain problem to a practical platform—with particular care for career development, disability inclusion, and underserved communities.
Meet Andrew
A brief introduction and WorkReady360 walkthrough.
A short video will introduce my approach, then show how strategy, AI, APIs, and full-stack development came together in a working platform.
Introduction video coming soon
The problem
Fast-moving technology creates opportunity—and costly confusion.
Founders should be able to choose and own the right technology without becoming overwhelmed, locked into an inflexible cloud ecosystem, or dependent on a growing stack of third-party tools.
Building useful data
A durable product needs databases and data models that support real workflows, reporting, security, and future growth.
Hosting without lock-in
Founders need a practical deployment path they can understand and control—not a platform that forces every decision into its cloud.
Reducing tool sprawl
AI and AI agents can replace or consolidate some third-party services, lowering cost and keeping more capability inside the product.
The human shift
The right system should help people feel, think, and act differently.
Technology is useful when it changes the quality of the conversation and the clarity of the next decision—not when it simply adds another screen.
Be Heard, Understood, & Seen
Participants recognize that their preferences, strengths, barriers, and ambitions belong in the career decision—not outside it.
Career choice is a process
Case managers and participants use better vocational signals, labor-market evidence, and shared insight to make informed decisions.
Move with a clear next step
Every assessment and service connects to a goal, resource, referral, learning experience, or measurable career action.
What I do
Technology grounded in people, work, and opportunity.
I serve organizations and founders across sectors, with a particular commitment to solutions that expand access and agency for people too often left out of conventional systems.
Serving people
Design tools around the whole person—their strengths, goals, circumstances, and voice.
Inclusive access
Serve everyone while intentionally reducing barriers for underserved individuals and people with disabilities.
Vocational direction
Connect interests, work values, skills, readiness, and labor-market evidence to practical next steps.
Technology delivery
Turn a validated need into integrated workflows, useful data, and a product people can actually use.
Technology delivery
Strategy through full-stack delivery.
From a validated need to accessible interfaces, secure data, multi-tenant architecture, API integrations, and responsible AI.
Accessible frontend
Clear participant, case-manager, employer, and administrator experiences built for real workflows.
Secure backend
Structured client records, services, resources, progress, goals, notes, reporting, and integrations.
Multi-tenant SaaS
Separate organization workspaces, role-based access, configurable programs, and protected tenant data.
Responsible AI
Guided exploration, summaries, recommendations, and workflow support with people in control.
Trust by design
Privacy, permissions, accessibility, auditability, and responsible data use considered from the start.
Product strategy
Discovery, validation, requirements, architecture, roadmap, vendor evaluation, and phased delivery.
A practical path
Do not begin with an app. Begin with the decision.
Reduce uncertainty first, then choose configuration, integration, partnership, or a custom build based on evidence.
- 01
Discover
Listen to participants and case managers. Map services, workflows, data, friction, and desired outcomes.
- 02
Validate
Review existing systems and test the unmet need before recommending custom development.
- 03
Design
Define the experience, roles, data model, accessibility, integrations, security, and success measures.
- 04
Build
Deliver a practical full-stack, multi-tenant platform in focused releases when building is justified.
- 05
Improve
Learn from adoption and outcomes, then strengthen workflows, intelligence, and reporting over time.
Capability in practice
A working product, not a pitch.
WorkReady360 is one example of my ability to combine domain expertise, O*NET APIs, assessments, AI support, role-based workflows, and full-stack delivery. These views show the kind of capability I can adapt to a different client problem.
View WorkReady360
Participant and case-manager visibility
A client view that combines progress, assessment results, career exploration, and ongoing guidance in one workflow.
O*NET API and readiness guidance
Occupation data and a career-readiness assessment translated into clear gaps, targets, and next-step decisions.
The next action
Let's make the problem clear enough to solve well.
A discovery conversation can clarify the client environment, the behavior change that matters, what technology already exists, and the right first investment.