Custom software has historically been slow and expensive. AI-assisted dev workflows change that. By using AI for boilerplate, scaffolding, testing and documentation, modern dev teams can ship working software 3-5× faster than traditional shops.
What stays the same
Architecture decisions, security, UX and integration design still require senior engineers. AI accelerates execution — not judgment.
What gets faster
Internal tools, dashboards, client portals, custom CRMs, workflow systems — anything that's mostly forms, lists and integrations can ship in weeks instead of months.