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EdTech · AI product · UK

One worksheet in, a version for every pupil out.

An AI platform for UK teachers. Upload, photograph or generate a worksheet and get print-ready versions for each pupil — adjusted for reading level, dyslexia-friendly formatting and special educational needs.

Client
OneFitsEach (co-founded)
Role
Co-founder & CTO
Period
2025 – present
Focus
Built end to end
engineer — product, AI and cloud
1engineer — product, AI and cloud
resource generators
20+resource generators
from upload to print-ready PDFs
Secondsfrom upload to print-ready PDFs
Illustration · simplified for clarity

The problem

Teachers spend evenings rewriting the same material three or four ways so every pupil in the class can access it. Generic chatbots don't produce something you can hand out the next morning.

Schools and multi-academy trusts won't adopt a tool that can't answer their data-protection questions — before a single pupil's work is uploaded.

What I built

  1. 01

    The product

    The teacher-facing web app, onboarding, billing and analytics, plus 20+ resource generators designed with working teachers.

  2. 02

    The AI pipeline

    A multi-stage AI pipeline that takes an uploaded worksheet — or a phone photo of one — and returns a print-ready copy for each pupil in seconds, not evenings.

  3. 03

    Cloud platform

    A Python document service on Google Cloud Run, defined in Terraform and hosted in the UK.

  4. 04

    Trust-ready data protection

    A data processing agreement, a sub-processor list and DPIA support, so school trusts can sign off before rollout.

The result

  • A live product used by UK teachers — designed, built and run by one engineer.
  • Data protection handled up front, so schools can say yes without a months-long review.

Building something with the same stakes?

A 30-minute call, no pitch deck required. You'll leave with a straight answer on scope, cost and risk — and if I'm not the right fit, I'll tell you who is.