A former frontend developer has demonstrated a new workflow called "vibe coding," using a combination of Kiro.dev, Gemini, and ChatGPT for ultra-fast assembly of marketing websites.

What Happened

The developer transitioned from traditional coding to using AI tools, allowing for the creation of a finished project in less than 2 hours. With the cost of a single website ranging from $1,000 to $2,000, his effective rate reaches approximately $1,000 per hour.

Context

This case demonstrates not a technological breakthrough in model architecture, but a sharp increase in operational efficiency through the integration of existing LLMs into specialized workflows. A shift in value is occurring from writing syntactically correct code to high-level design and the management of AI agents.

Why It Matters for the Industry

The web development industry is transforming from a classic code-writing model into a service model of managing AI tools. This leads to the erosion of traditional hourly billing models in the simple solutions segment and requires a transition from the concept of "coders" to the role of "AI orchestrators."

Why It Matters for Users

For freelancers and micro-agencies, this is an opportunity to radically increase margins by reducing time-to-market without lowering the final price. However, for professionals, it is important to understand that value is shifting toward managing the outcome rather than the coding process.

What Remains Unknown / Limitations

There is a fundamental gap between freelancer optimism and the skepticism of system architects: the current approach may create critical risks for the Enterprise sector, such as a lack of CI/CD, difficulties with security audits, and code quality control.

Sources

Author

Look at AI, Editorial Team