---
title: "Comment by Julian Neagu on \"From Idea to MVP: How I Use AI Before Writing a Single Line of Code\" | Hashnode"
description: "Roadmaps from AI are useful for decomposing work, but they can create a false sense of product clarity. The loop that matters is still build → user signal → adj"
url: "https://hashnode.com/posts/from-ai-idea-to-mvp/6a323f2f0097a263f3181441/comment/6a36286b835ff8b61393cfdd"
---

[Discussion](https://hashnode.com/posts/from-ai-idea-to-mvp/6a323f2f0097a263f3181441)

Comment [From Idea to MVP: How I Use AI Before Writing a Single Line of Code](https://hashnode.com/posts/from-ai-idea-to-mvp/6a323f2f0097a263f3181441)

[Julian Neagu](https://hashnode.com/@julianneagulab)

[Jun 20](https://hashnode.com/posts/from-ai-idea-to-mvp/6a323f2f0097a263f3181441/comment/6a36286b835ff8b61393cfdd)

Roadmaps from AI are useful for decomposing work, but they can create a false sense of product clarity. The loop that matters is still build → user signal → adjust scope, not plan → execute perfectly. Everything else is just scaffolding for that cycle

[Navaneetha Manickam](https://hashnode.com/@navaneetha)

[Jun 21](https://hashnode.com/posts/from-ai-idea-to-mvp/6a323f2f0097a263f3181441/comment/6a36286b835ff8b61393cfdd#reply-6a37c3b004fa4800ec659822)

Completely agreed. A roadmap is only a starting point, not a guarantee. Real clarity usually comes from user feedback and iteration. The goal for me is to use the roadmap to get moving faster, then adapt based on what users actually need.