Swim4Dreams
Registrations / Payments / Operations / Results
A complete digital ecosystem for a real-world endurance event, including registrations, payments, participant workflows, administration and results processing.
AI Product Development
Build the right AI product — before spending months building the wrong one.
I help businesses turn ideas, operational problems and manual workflows into secure, production-ready AI products.
From discovery and architecture to MVP development, deployment and ongoing product engineering.
DiscoveryArchitectureBuildLaunch
Where AI can create real value
AI should solve a business problem — not become another experiment.
Many teams know they want to use AI. The harder question is what is actually worth building. I help identify the right use case, reduce technical uncertainty and turn the opportunity into something that can operate in the real world.
ACTIVE SYSTEM
Manual workflows
Replace repetitive operational work with reliable AI-assisted processes and automation.
MANUAL INPUT
↓
AI WORKFLOW
↓
REVIEW + ACTION
Best place to start
AI Product Discovery Sprint
5–7 DAYSFocused engagement
A focused 5–7 day engagement designed to answer one important question: what should we actually build?
Before investing weeks or months into development, we clarify the business problem, validate the AI use case and define the technical path forward.
Book a Discovery Sprint01Business & product discovery
02AI use-case validation
03Technical architecture
04MVP feature scope
At the end of the sprint, you have a clear decision: build it, change it, or avoid investing in the wrong idea.
How we work
A practical path from idea to production.
01
Discover
Understand the business problem, users, workflows, data and desired outcome.
02
Design
Define the architecture, AI capabilities, product flows and MVP scope.
03
Build
Develop the application, integrations, AI workflows and operational tools.
04
Launch
Deploy, test, monitor and prepare the product for real-world use.
05
Improve
Use real usage data to improve the product, workflows and AI capabilities.
Security by design
AI products still need real engineering.
My background in enterprise cybersecurity means security is considered from the beginning — not added after the product is already in production.
The objective is not a demo. The objective is a product that real users can actually use.
PRODUCT ARCHITECTURE
USER / CLIENT
PRODUCT LAYER
UI
ADMIN
AUTH
CORE SYSTEM
AI / LLM
DATA
APIs
SECURITY + INFRASTRUCTURE
Selected work
Products built for real-world use.
MarilenaFitCoach
Clients / Training / Nutrition / Payments
A digital coaching platform for onboarding, training, nutrition, progress tracking, secure payments and administration workflows.
FAQ
Common questions.
Do I need a complete technical specification?
No. The project can start with a business problem, workflow or product idea. The Discovery Sprint is designed to turn that into a technical plan.
Can you work with my existing team?
Yes. I can work independently or alongside internal developers, product teams, agencies and infrastructure teams.
What happens after launch?
Projects can continue through an ongoing product engineering partnership for improvements, new features, security and maintenance.
NEXT
Have an AI product idea or a process worth automating?
Let's find out whether it is worth building — and what the fastest practical path to production looks like.
Start a Project