Social Networking / AI-First Engineering
GroupFound: Leading a 100% AI-First Build
David went to GroupFound's founder with a proposal: don't build this the traditional way, build it AI-first. As CTO he is now leading that build, a social networking platform for entrepreneurs, with a tight-knit senior team facilitating AI rather than hand-writing code. It's working.
- Client
- GroupFound
- Industry
- Social Networking / AI-First Engineering
- Headline result
- A full social platform built 100% AI-first, with zero traditional, line-by-line coding. Development started in March 2026; launch is targeted for November 2026.

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
Rather than staff up a traditional development team, David proposed to the founder that the platform be built AI-first, because it would deliver faster and produce better outcomes. The founder agreed.
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 started in March 2026. Launch is now targeted for November 2026.
- The AI-first approach has been a clear success: a small, tight-knit senior team is delivering more than its size would suggest, with zero traditional, line-by-line coding.
- 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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