The AI delivery spectrum
AI isn't one thing. There are three distinct ways to build software with AI, each unlocking different value:
| Vibe Coding | AI-Enhanced Development | RAPID | |
|---|---|---|---|
| Example | Lovable | GitHub Copilot | Rigorous AI-Powered Iterative Delivery |
| Model | The AI is the developer — whole apps generated from natural-language prompts. | Where our teams are today — developers write and own the code; AI assists in the IDE. | Our model — AI agents do the building; engineers direct, review and govern. |
| Discipline | Minimal engineering discipline: little review, testing or architecture. | Existing SDLC, standards and review all stay intact. | Enterprise guardrails built in: architecture, security, compliance and test. |
| Outcome | Brilliant for prototypes and demos; fragile at enterprise scale. | Real gains, but incremental — the same operating model, made faster. | Vibe-coding-style acceleration with engineering rigour — building at the new speed. |
RAPID takes the speed of vibe coding and the rigour of enterprise engineering, and treats the human role as direction and governance rather than typing.