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Say What?Using AI in Your Work › Vibe coding and AI building tools
Using AI in Your Work

Vibe coding and AI building tools

By Mark Ziler · Last updated 2026-04-05

Vibe coding is building software by describing what you want in plain English instead of writing code. Tools like Lovable, Replit, and Claude Code let you say "build me a dashboard that shows technician performance by branch with filters for date range and job type" and they produce working software. This is not a toy — entire companies are being built this way. For mid-market operations, it means custom internal tools (scheduling apps, reporting portals, approval workflows) that used to cost six figures and take months can be prototyped in hours and refined in days. The barrier to having software that fits your exact workflow just collapsed.

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Your HVAC dispatch manager just described a problem: techs in the field can't see which parts are on the truck versus in the warehouse, so they're calling the office 30 times a day. In the old world, that's a $40K custom app or a clunky spreadsheet workaround. With vibe coding, your ops analyst describes that exact workflow in plain English and has a working prototype by Friday — technician selects their truck, sees inventory, flags what they need restocked.

The trap most companies fall into is treating vibe-coded tools like finished software. A prototype built in a day is exactly that — a prototype. It proves the concept works and the workflow makes sense. But before you put it in front of 90 locations, someone with technical judgment needs to review how it handles data, what happens when two people edit simultaneously, and whether it breaks when your internet hiccups. The path is: prototype fast, validate with five users, then decide if it needs hardening or if the quick version is good enough.

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