Prototype product features as a non-coding PM
A practical guide to coding agents for product managers who don’t code. Task: The author uses Cursor to analyze user feedback and prototype features without coding. Inputs include CSV reviews and codebases; outputs are ASCII diagrams, wireframes, and plans. The human defines prompts, reviews AGENTS.md context files, and approves plans before execution.; tools: Cursor. Human role: The original post does not say how a person stayed involved.; limitations: Requires Cursor subscription and familiarity with file structures. Context windows may limit complex reasoning if files are disorganized. Human review is mandatory to catch hallucinations or poor UX decisions. Source is a promotional blog post, so results may be anecdotal..
Tools
Published on Agent Work Atlas:
Overview
A practical guide to coding agents for product managers who don’t code
Workflow
The author uses Cursor to analyze user feedback and prototype features without coding. Inputs include CSV reviews and codebases; outputs are ASCII diagrams, wireframes, and plans. The human defines prompts, reviews AGENTS.md context files, and approves plans before execution.
Reported result
The author reports generating insights and wireframes in seconds, noting prototypes are cheaper to explore. However, no specific business metrics or long-term success rates are provided. Acceptance check: Verify if generated ASCII wireframes accurately reflect user pain points identified in the source data.
Human role
The original post does not say how a person stayed involved.
Limitations
Requires Cursor subscription and familiarity with file structures. Context windows may limit complex reasoning if files are disorganized. Human review is mandatory to catch hallucinations or poor UX decisions. Source is a promotional blog post, so results may be anecdotal.
Try it
Act as a product manager using Cursor. I have a CSV of [replaceable: user feedback source] and a codebase at [replaceable: repo URL]. First, create an AGENTS.md file summarizing project rules. Then, ask Cursor to analyze the CSV for top 3 pain points and output an ASCII user journey map. Next, propose 2 feature prototypes using ASCII wireframes based on these insights. Do not write code yet. Show me the analysis and wireframes for my approval. If approved, ask Cursor to create a plan for the best feature. Only proceed to implementation after I explicitly confirm the plan. Handle missing files by asking for paths.
Source reports are not independently verified. Publication date is the catalog publication date, not the original article date.