Where it came from
The term was coined by AI researcher Andrej Karpathy in February 2025. He described the spirit of the approach as “fully giving in to the vibes, embracing exponentials, and forgetting that the code even exists.” It became widely adopted by mid-2025 and was named the Collins English Dictionary Word of the Year for 2025 — a sign of how quickly this way of working has moved from niche to mainstream. By February 2026, 92% of US developers were using AI coding tools daily, and 46% of all new code was AI-generated.Why it matters for leaders
Before vibe coding, getting even a basic internal tool built meant 6 weeks and tens of thousands of dollars. By the time the tool arrived, you had already discovered the five things you needed but forgot to ask for. Vibe coding short-circuits that cycle. You can get from idea to working prototype in an afternoon — by yourself, without a development team. The cost of a wrong assumption drops from weeks of delay to a single follow-up prompt.Traditional development
6 weeks minimum. $50K or more for a simple tool. Requirements locked upfront. Feedback loops are slow and expensive.
Vibe coding
An afternoon to a working prototype. Iterate in real time. Change your mind without penalty. Ship when it’s right.
Three ways leaders are using it
There are three distinct use cases — each appropriate for a different level of risk and complexity.Prototyping — validate before you build
Prototyping — validate before you build
Build a working version of your idea before handing it to an internal tech team or external partner. Instead of writing a requirements document, you hand them a prototype and say “build this, but properly.”This saves the back-and-forth that comes from describing something you have not seen yet. You do not know what you want until you see it — prototyping lets you see it first.
Internal tools — build things your team actually uses
Internal tools — build things your team actually uses
Low-hanging fruit for internal tools includes calculators, estimation tools, and dashboards. These do not need a database, are not public-facing, and the risk profile is low.One practical example from a recent session: a fully interactive financial dashboard built in an afternoon by pulling invoice data from a finance system and combining it with other sources — styled exactly as the creator wanted, not as a generic out-of-the-box report.
Automations — replace manual tasks with running processes
Automations — replace manual tasks with running processes
Code that runs on a schedule or in response to a trigger. Examples include a weekly CRM summary sent automatically to a Slack channel every Friday at 3pm, or a contact form that automatically enriches the submission with research and pain point analysis.These are still built through vibe coding — but they run continuously without any human input after setup.
The shift in how meetings work
Vibe coding changes more than the way software gets made. It changes the way teams make decisions. Instead of asking “what should we build?”, a facilitator can say: “Come to Tuesday’s meeting with a prototype of what a good lead magnet could be for our website.” Everyone arrives with something built, the best ideas surface quickly, and the winning concept can be live by the end of the week.Test your understanding
Test your understanding
Choose the right tool for the job
Compare Google AI Studio, Claude Code, and Replit — and know which one fits your situation