All case studiesFintech · SME funding

From Spreadsheet Workflow to an Endorsed AI Funding Platform

A founder operating a manual grant-matching service was guided to a defensible AI product, a clean financial model, and a successful endorsement.

Client Background

The client had spent two years helping UK SMEs find grants through spreadsheets and personal contacts. They wanted to turn the workflow into a product but had no technical co-founder, no business plan, and no clarity on whether the idea was innovative enough for endorsement.

The Objective

To package an existing service into a scalable, software-led business that meets the innovation, viability and scalability bars set by endorsing bodies.

Step 1: Ideation

We pressure-tested the manual workflow and identified where AI could materially change the user experience: surfacing grants, loans and R&D tax credits an SME actually qualifies for, instead of generic listings. The product was reframed around qualification logic, not search.

Step 2: Business Plan Development

We wrote an endorsement-ready plan covering UK SME funding gaps, competitor positioning against incumbents like Swoop and Capalona, a clear revenue model (subscription plus success fee), and a realistic scalability path.

Step 3: Product Development

We built a working prototype showing the qualification engine, application tracking, and document workflow so the assessor could see the product, not just read about it.

Step 4: Financial Strategy

We built five-year projections grounded in real conversion data from the client's existing service, then coached the founder until they could defend every assumption without notes.

Step 5: Interview Preparation

Mock interviews focused on the hardest questions: defensibility against incumbents, why now, and how the AI layer is more than a wrapper.

Outcome

The application stood out due to:

  • A product narrative grounded in real customer evidence
  • A defensible AI qualification engine
  • Five-year financials tied to historical conversion data
  • Confident, structured interview performance

Final Result

  • Endorsement secured
  • Working prototype in private beta with existing clients
  • Clear roadmap to a paid SaaS launch in the UK
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