MVP, Web & Mobile Development

Working digital products, built with engineering discipline.

I help founders, operators and small teams build MVPs, web applications, dashboards and mobile-first products from initial product flow through deployment — using AI to accelerate implementation without giving up engineering control.

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Selected work

Products and projects built end-to-end.

Selected Rembeo products, research systems and client work. Each project is labelled honestly according to its current stage and what it demonstrates.

Secure MLOps

Research PlatformLive

Local-first secure MLOps platform

Governed ML Studio

Built a local-first, GUI-based, no-code MLOps platform where no data leaves the system at any stage of the model lifecycle. Training data, model weights, inference logs, drift baselines, audit trails and prompt versions remain within the organisation’s own infrastructure. Designed for regulated industries where data sovereignty is a legal and compliance requirement.

What this demonstratesSecure, local-first software architecture for regulated environments.

MLOpsLocal-firstData sovereigntyAudit trailsNo-code

Governed AI

Research Platform80% to MVP

Governed AI Agent framework

Governed Agent OS

Framework for building AI agents with clear governance, controlled tool use, policy enforcement, auditability and safe execution workflows. Designed to move AI agents from experimental automation into controlled, trustworthy infrastructure suitable for real-world systems and enterprise environments.

What this demonstratesGoverned AI architecture with controlled execution and auditability.

AI agentsGovernancePolicy enforcementAuditabilitySafe execution

Consumer mobile app

Rembeo ProductLive

Full-stack consumer mobile application

Rembeo App

Independently designed, built and shipped a production consumer mobile app through Apple’s privacy and security review process. Implemented barcode scanning, fuel finder, Go Local local-business discovery, budget planning, local price comparison and broader everyday utility workflows. Version 2 is currently in App Store review.

What this demonstratesEnd-to-end delivery of a production consumer mobile application.

React NativeExpoMobile appApple reviewConsumer utility

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Cold-chain intelligence

Rembeo Product80–90% MVP

Intelligence & compliance platform

Cold Chain HQ

Cold-chain intelligence and compliance platform designed to help logistics and supply-chain teams monitor, validate and improve temperature-controlled shipments. It originated from building a logistics system for a refrigerated trucking business, with real-time temperature and GPS monitoring, exception alerting, compliance validation, full event capture, audit trails and plain-English intelligence reporting.

What this demonstratesOperational workflow, compliance and decision-support product engineering.

Cold-chainComplianceGPS monitoringAudit trailsIntelligence reporting

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Auditable market intelligence

Rembeo ProductLive

Auditable market intelligence platform

Trendtum

Transparent market intelligence and decision-support platform for signals, strategy validation and risk-aware market context. Designed as a quantitative, data-driven research tool to support auditable financial market analysis, not live trading or personalised investment advice.

What this demonstratesAuditable analytics and decision-support system development.

Market intelligenceDecision supportRisk contextAuditabilityResearch tools

INBTWN Logistics

inBTWN is a refrigerated logistics and cold-chain delivery service focused on dependable transport for temperature-sensitive goods. Designed around visibility, reliability, and modern customer experience, it supports refrigerated shipments with real-time updates, responsive dispatch, and streamlined delivery operations across local and regional routes.

What this demonstratesCommercial website delivery for a live logistics business.

Next.jsReactTypeScriptResponsive UISEO

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Nutrition & Health

Client ProjectLive

Health & nutrition coaching landing page

Paul Dehan-Smith Nutrition & Health

Paul Smith’s website is a premium, mobile-first health and nutrition coaching landing page for Paul Dehan-Smith Nutrition & Health.

What this demonstratesPremium, mobile-first marketing website delivery.

Landing pageMobile-first UIHealth coachingResponsive designPremium brand

What I build

MVPs and digital systems that are useful, understandable and ready for real-world testing.

✓

Modern business websites

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Product landing pages

✓

Mobile-first interfaces

✓

Dashboards and internal tools

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Analytics-led web apps

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Launch-ready SEO foundations

MVP Build Sprint

A focused route from serious idea to working first release.

A typical 2–4 week engagement for founders, operators and small teams that need a working product before committing to a larger development team.

Typical duration2–4 weeks

InvestmentTailored to scope

Discuss an MVP →Explore MVP development

Best suited for

SaaS MVPs
Internal tools
Operational dashboards
Workflow systems
AI-assisted products
Mobile-first web applications

Typical output

Product scope and core user journey
Working deployed application
Frontend, backend and database
Authentication and user roles
Required integrations
Production checks and handover documentation
Next-stage technical roadmap

How I build

AI accelerates engineering. Engineering governs AI.

Every build starts with evidence and context, advances through the smallest safe changes, and is verified before release.

Inspect & understand

Establish the real problem, constraints, users and existing technical context.

Design the smallest safe change

Define focused scope that can prove value without unnecessary complexity.

Engineer with oversight

Use AI-assisted implementation while retaining human control of architecture and decisions.

Verify before release

Review the build, user workflow, production behaviour and likely regression risks.

Document what matters

Record the important decisions and leave a practical roadmap for the next stage.

MVP development FAQ

What to know before building the first release.

Practical answers for founders and teams considering an MVP, internal tool or web application.

What can be built during an MVP Build Sprint?

A sprint can cover a focused SaaS MVP, internal tool, operational dashboard, customer portal, workflow system or AI-assisted web application. The exact scope is agreed around the smallest release that can prove real value.

How long does a typical MVP take?

A focused first release commonly takes 2–4 weeks. More complex products, integrations or mobile applications may require a staged delivery plan beyond the initial sprint.

Do I need a complete technical specification?

No. You need a clear problem, intended users and the outcome you want to validate. Product flow, technical scope and delivery priorities are shaped during discovery.

Is this suitable before hiring a full development team?

Yes. The service is designed for founders, operators and small teams that need a working product and clearer technical direction before committing to a larger team.

How is AI used during development?

AI accelerates implementation and analysis, but it does not replace engineering control. Architecture, decisions, review, verification and release responsibility remain human-guided.

What happens after the first release?

The handover includes documentation and a next-stage technical roadmap. The product can then be extended through further focused delivery or transferred to a larger development team.

Need to turn an idea into a working MVP?

Start with the problem, intended users and the outcome you need to validate. I will help shape the scope, build the first release and define the route forward.

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