AI Builds
Problems we have explored and built.
Each build starts with a problem. Every one is labelled with the stage it has actually reached.
- Concept
- Prototype
- Tested prototype
- Pilot
- Live
PixelMock
Bulk, listing-ready mockups for print-on-demand sellers, generated in the browser.

StencilBlocks
A geometric art studio with an editor, gamified lessons and print-ready export.
Pixel To Tokens
Extract design tokens from anywhere: colours, fonts, spacing and shadows from any website or screenshot.

CareerWorks Network
An alumni career network: one place to see where you’ve been and what could come next.

RelationCircle
Turning everyday care notes into reviewed handovers for care teams and families.
SourcedFunds
Checking funders’ published rules against a project, with the evidence behind every result.
FurtherPaths
Career navigation that brings real opportunities into one place and matches them to a person’s profile.
PixelMock
- The problem
- Print-on-demand sellers need several listing-ready mockups for every design, and making them one by one is slow.
- Who experiences it
- Print-on-demand and digital product sellers on marketplaces such as Etsy and Shopify.
- The idea
- Upload artwork once and generate mockups across many scenes in the browser.
- What was prototyped
- A browser-based bulk mockup builder covering paper, wall art, device and desk scenes, with export of listing-ready images. Now live.
- How it was tested
- Released as a live product.
- What was learned
- To be published.
- The next decision
- To be published.
StencilBlocks

- The problem
- People who want to make geometric art often lack simple tools and a structured way to learn the basics.
- Who experiences it
- Hobbyists, learners and makers creating geometric art, patterns and print-ready designs.
- The idea
- A Bauhaus-inspired studio that combines a shape editor with gamified lessons.
- What was prototyped
- An editor with 37 shapes and 42 templates, an interactive colour wheel, four lesson types with progress tracking, and print-ready export. Now live.
- How it was tested
- Released as a live product.
- What was learned
- To be published.
- The next decision
- To be published.
Pixel To Tokens
- The problem
- Recreating a design means picking colours, fonts and spacing out of a website or screenshot by hand, which is slow and error-prone.
- Who experiences it
- Designers, developers and builders working from an existing website, brand or screenshot.
- The idea
- One click on any website, or one uploaded screenshot, turns what you see into reusable design tokens.
- What was prototyped
- A bookmarklet that extracts colours, fonts, spacing, shadows, Markdown docs and a printable brand report from any page, and a web app that extracts a colour palette from a screenshot and exports it to Figma, Tailwind or CSS variables. Now live.
- How it was tested
- Released as a live product.
- What was learned
- To be published.
- The next decision
- To be published.
CareerWorks Network

- The problem
- Alumni of a careers programme can lose touch with the direction, people, learning and opportunities that could help them next.
- Who experiences it
- Alumni of a national careers programme.
- The idea
- A national alumni career network: one place to see where you’ve been and what could come next.
- What was prototyped
- A prototype alumni network covering career profile, paths to explore, opportunities, mentors and alumni, learning and a personal career journey.
- How it was tested
- Testing planned
- What was learned
- To be recorded after testing.
- The next decision
- To be made once there is evidence.
RelationCircle

- The problem
- Care notes rarely reach the next person in a usable form, so new support workers, families and clinicians start without the full picture.
- Who experiences it
- Care providers and support workers, families of people receiving care, and clinicians.
- The idea
- Turn everyday care notes into clear, reviewed handovers and family updates: Record, see what’s changed, hand over, continue.
- What was prototyped
- A prototype for care teams, rebuilt from HomeRelay, an earlier single-carer version made for dementia care at home.
- How it was tested
- Testing planned
- What was learned
- To be recorded after testing.
- The next decision
- To be made once there is evidence.
SourcedFunds
- The problem
- Checking whether a project meets each funder’s published rules takes time, and the reasoning is often hard to show.
- Who experiences it
- UK organisations looking for funding for a project.
- The idea
- Compare funders’ published rules with a project and show the evidence behind every result. It does not score, predict or guarantee.
- What was prototyped
- A working eligibility engine with tests, funding search, opportunity assessments, a dashboard and a nine-step project profile. It runs on fictional demo data; no real funders are included yet.
- How it was tested
- Testing planned
- What was learned
- To be recorded after testing.
- The next decision
- To be made once there is evidence.
FurtherPaths
- The problem
- Finding work that fits means searching many separate sources, and the people supporting job seekers need a clear view of progress.
- Who experiences it
- People looking for work, and the advisers, organisations and partners who support them.
- The idea
- One place to build a profile, see opportunities from real sources and get matches that fit.
- What was prototyped
- A working participant application with a profile, real opportunity sources and matching. Adviser, organisation, partner and access views are shown with demo data.
- How it was tested
- Testing planned
- What was learned
- To be recorded after testing.
- The next decision
- To be made once there is evidence.
Looking for ready-made tools?
AI Tools are products you can use today.
AI Builds are problems being explored. Our ready-to-use widgets and tools live on the AI Tools page.
Have a problem you think digital could solve?
Start with the problem. We can help you work out what to build, test the idea and decide what should happen next.
