Prototypes, Vibe coding & validating pilots

Turn intent into impact - through intelligent prototyping, fast iteration, and validated pilots.

Digital transformation depends on structured experimentation. I help organisations move from strategic intent to operational proof by connecting AI-powered PRDs, vibe coding, and pilot execution into a single continuous validation process.

This approach transforms ideas into working experiences — quickly, safely, and with measurable learning at every step. Together, we use the Product Requirement Document (PRD) as the coordination engine that keeps product, design and tech aligned as ideas evolve from prototype to pilot.

What I do

I support organisations in testing, validating and refining strategic ideas before committing to full-scale development.

Each engagement combines the establishment of AI-assisted PRD templates that articulate both visionary concepts and practical products and solutions, using pilot planning to ensure a direct line from vision to verified outcomes.

I work alongside internal teams to co-design prototypes, simulate user behaviour, and validate business logic within a shared PRD framework that documents intent, dependencies and learning loops.

The work includes:

Defining hypotheses and validation criteria within the PRD
Modelling concepts from real user and business scenarios
Applying vibe coding for fast, AI-assisted prototyping with real data
Designing pilot environments for live testing and scaling readiness
Feeding user feedback and performance insights back into the PRD
Maintaining a single knowledge base that connects every iteration

The goal is to move from “we think this will work” to “we’ve proven what works.”

From Prototypes to Pilots

A prototype brings the idea to life.
Vibe coding accelerates its creation.
The PRD anchors alignment.
A pilot proves that it works.

By linking prototypes and pilots through the PRD, organisations can test the entire experience —from design to delivery —under real-world conditions.
Each iteration sharpens understanding, aligns teams, and builds the evidence needed to scale with confidence.

Vibe coding enables fast experimentation using AI and low-code platforms, allowing designers, strategists and developers to collaborate on living prototypes that simulate fundamental interactions and data flows. These prototypes then evolve into pilots - structured, measurable tests that validate functionality, desirability, and feasibility.

What you get

Clear validation of strategic ideas and service concepts
AI-powered PRDs that coordinate product, design, and tech alignment
Realistic prototypes that evolve into verified pilot solutions
Reduced risk and faster time-to-proof
Measurable insights supporting investment and scaling decisions

This is not abstract ideation — it is structured experimentation from idea to live service.

Why it matters

In an AI-first era, organisations can no longer separate strategy from execution.
The PRD bridges these worlds, ensuring that vibe coding, prototyping and pilot validation operate under shared intent, coherent governance and continuous learning.

By combining AI-driven creation with structured documentation, teams can accelerate their learning, de-risk investments and create a culture where innovation scales responsibly.

This approach helps you:

Validate new products, services, and customer journeys before rollout
Connect design and development through shared PRD templates
Establish alignment between leadership, product, and technology teams
Build an innovation process that improves itself through every iteration

From Ideas to real-world proof

Prototypes, Vibe Coding & Pilots help organisations navigate the critical phase between vision and execution, now reinforced by AI-powered PRDs that coordinate intent, experimentation, and delivery.

By merging rapid creation with structured governance, I help organisations build clarity, reduce risk and ensure that innovation efforts are grounded in alignment and evidence, not assumption.

Ready to prototype?

If you’re exploring a new direction or want to test before you scale, let’s talk. Together, we can design AI-powered PRD templates and pilot environments that connect intent, design, and delivery — building alignment that lasts.

Lets talk