David Taylor
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Social Networking / AI-First Engineering

GroupFound — Leading a 100% AI-First Build

As CTO, David is leading a fully AI-first development project: a social networking platform for entrepreneurs, built by a small senior team facilitating AI rather than hand-writing code. It's a deliberate proof point that AI-first development is a model — not a hack.

Client
GroupFound
Industry
Social Networking / AI-First Engineering
Headline result
A platform on track to deploy within three months of a March kickoff — work that would conventionally take a team of six engineers six to seven months. Built with zero traditional, line-by-line coding.

The Challenge

GroupFound needed to ship a full social networking platform for entrepreneurs — AI matchmaking, real-time messaging, mobile — without the budget or timeline that a six-person traditional team would demand.

The deeper challenge was organisational: prove that AI-first development could deliver enterprise-grade software outcomes when paired with senior engineering judgment, not just hobbyist tooling.

The Approach

As CTO, David designed the engineering operation around AI-first development from day one. There is no traditional, line-by-line coding on the project — every implementation step is AI-driven.

The team is deliberately small but deliberately senior: highly experienced engineers with 6+ and 10+ years of background, strong architectural credentials, hired specifically to facilitate AI-driven development rather than write code by hand. David leads architecture, hiring, and execution hands-on.

The Results

  • Development kicked off in March; the platform is fast approaching MVP and on target for deployment within three months of kickoff.
  • That timeline represents a quarter of what conventional methods (a team of six, six to seven months) would require — without sacrificing seniority or architectural quality.
  • A working organisational template for AI-first product development that can be repeated on future builds.

Key takeaway

“AI-first development isn't a shortcut — it's a discipline. The pace comes from pairing the right tooling with senior engineers who know how to drive it.”

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