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Chartered Accountant • AI Systems • Product EngineeringBuilt for founders who want scale, not chaos

Build your startup on structure —not chaos.

I partner with founders to design scalable financial architecture, build AI-native platforms, and engineer SEO-ready growth infrastructure — so your product can ship fast and scale cleanly.

Book a strategic callExplore services
Typical reply within 24 hours • Clear scope & timeline
Financial clarity

Reporting-ready foundations early (accounts hierarchy, KPIs, dashboards).

AI-native build

AI + automation designed as infrastructure — not a bolt-on.

SEO foundation

Clean site architecture that ranks and converts over time.

What you get (and why it compounds)

Startups don't fail from lack of features — they fail from messy structure, weak data, and unclear visibility. We build the foundations that compound.

Pillar 01

Financial & Data Architecture

Chart of accounts hierarchy, reporting structures, KPIs, and clean data models — so decisions are clear from day one.

  • • Scalable account structure
  • • KPI / reporting dashboards
  • • Clean data modeling
Pillar 02

AI-Native Product Delivery

MVP to production systems — built with modern architecture, automation, and maintainability from day one.

  • • Next.js + Supabase platforms
  • • AI workflows + automations
  • • Secure, scalable backend patterns
Pillar 03

SEO & Growth Infrastructure

Structured pages and technical foundations that rank and convert — without constant rebuilds.

  • • Information architecture
  • • Technical SEO + performance
  • • Conversion-first landing pages

Built by a Chartered Accountant who engineers systems.

Most “AI builders” understand features. I focus on structure — financial visibility, clean data models, and scalable architecture — so your startup can grow without rewrites.

Financial-first thinking

Reporting-ready foundations: accounts hierarchy, KPIs, and decision-grade dashboards.

Systems over shortcuts

Clean architecture that supports scale, security, and maintainability from day one.

Growth that compounds

SEO and information architecture designed to rank and convert without constant rebuilds.

The Structured Scale Framework

A simple model I use with founders to move fast without creating chaos. Build the right foundations, ship clean, then scale with visibility.

Step 01

Structure

Define the financial and data model early: chart-of-accounts hierarchy, KPIs, and clean entities — so reporting stays simple.

Output: data model + reporting plan
Step 02

Ship

Build the MVP with scalable patterns: auth, payments, admin, and the workflows that make the product usable — fast.

Output: production-ready MVP
Step 03

Scale

Add leverage: automations, AI workflows, dashboards, and SEO infrastructure — so growth compounds instead of adding overhead.

Output: systems that compound
Example case snapshot

Example: a SaaS MVP structured for scale (6-week build)

This is the type of structure we create early so founders can move fast now — and avoid painful rewrites later.

Context

The problem

Founder needs an MVP with auth, payments, admin, and reporting — but doesn't want a messy data model that breaks when revenue grows.

  • • Launch deadline: 6 weeks
  • • Needs reporting visibility
  • • Must support future add-ons
Approach

The structure

Define clean entities + financial structure first, then build the MVP with scalable patterns.

  • • Data model + permissions
  • • Accounts hierarchy + KPIs
  • • Admin dashboard + audit trail
Outcome

The result

MVP shipped fast with clean foundations: reporting-ready data, growth infrastructure, and room to scale.

  • • Launch-ready MVP
  • • KPI visibility from day one
  • • SEO-ready page structure
Want a plan like this for your product?
Share your timeline and must-haves — I’ll propose scope, delivery plan, and architecture direction.

Fast execution — with the right guardrails

You move quickly, but we keep structure tight so scale doesn't become a rewrite.

Clarify scope

Define the product, constraints, and success metrics.

Design structure

Financial/data architecture before features multiply.

Ship MVP

Launch with clean, scalable patterns.

Scale safely

Iterate with visibility: KPIs, analytics, SEO growth.

Want a realistic MVP plan?

Share what you're building and your timeline — I'll suggest next steps, a delivery plan, and the right architecture.