The product layer for AI builders

Your AI Writes Code.
ProdMoh Makes Sure It's the Right Code.

Describe what you want to build. Get PRD, user stories, coding prompts, and test cases in one conversation. Then scan the code for risks. All from Cursor, Windsurf, or Claude.

smart_toy Start Building - Free policy Code X-Ray + PR Fixes
smart_toy Lives in your IDE bolt Specs in 60 seconds verified Code reviewed before it ships

Sound familiar?

code_off "I told Cursor to build it. It's a mess."
psychology_alt "I skipped the specs. Now I'm refactoring."
bug_report "AI wrote 2,000 lines. Half is wrong."
speed "Prototype in 2 hours. Fixing it for 2 months."
forum
Feedback Analyze customer signals
description
PRD 13-section document
list_alt
User Stories Epics, BDD, acceptance
code
Coding Prompt Security + compliance
verified
Tests TDD-ready test suite

Think first, build second. One prompt generates everything your AI coder needs.

The Hidden Cost

Every AI Builder Hits the Same Wall:

2hrs
To Prototype

AI writes it fast. But without specs, you spend weeks fixing auth, edge cases, and missing flows.

70%
Rework Rate

Code written without product context gets rewritten. AI is fast, but fast in the wrong direction is expensive.

0
Specs Written

Most AI builders skip PRDs, user stories, and tests entirely. Then wonder why the codebase is unmaintainable.

The dirty secret of vibe coding: AI is fast, but fast without direction is chaos. The missing piece isn't better AI. It's better product thinking.

The Real Problem

The Problem Isn't AI. It's Building Without Thinking.

You told your AI to "build a dashboard." It wrote 2,000 lines. But it missed half the user flows, skipped error handling, and ignored compliance.

fast_forward You jump straight to code because AI makes it easy. But speed without direction creates tech debt.
layers_clear No user stories means missing edge cases. No PRD means no shared vision. No tests means silent regressions.
replay You prototype in hours, then spend months refactoring. The "vibe" fades fast when bugs multiply.
gpp_bad AI-generated code passes no code review. Hidden risks, security gaps, and regressions ship silently.

AI doesn't need better prompts. It needs product context.
Think first, build second, review before you ship.

That's the ProdMoh workflow.

What You've Tried

Why Nothing Has Worked

✗

"I just prompt Cursor directly"

Cursor is great at writing code. But it can't think about your product for you. Without specs, you get spaghetti.

✗

"I use ChatGPT for specs"

Generic output that doesn't connect to your codebase. No compliance guardrails. Nothing saved. You copy-paste and lose context.

✗

"I'll figure it out as I go"

That's how you build a prototype in 2 hours and spend 2 months refactoring. AI is fast in the wrong direction too.

✗

"I don't need specs, I'm a solo founder"

Especially if you're solo. You're the PM, the dev, and the QA. Specs keep you focused and your AI coder on track.

The problem isn’t your AI. It’s that nobody told it what to build properly.

The Solution

Think First. Build Second. Ship Faster.

ProdMoh is the product layer inside your IDE. One conversation generates everything your AI coder needs. Then Code X-Ray catches what it missed.

What ProdMoh Generates for You

description PRD + User Stories
60s
Full spec from one prompt

13-section PRD, epics, BDD acceptance criteria, and KPIs.

code Dev-Ready Prompts
check_circle Full requirement context
check_circle Security guardrails
check_circle HIPAA/GDPR compliance
check_circle AI safety protocols
policy Code X-Ray + PR Fixes
After the code is written, scan for risks. Get a plain-English report and 1-click PR fixes with eval runs.

The safety net after your agent builds.

smart_toy

Build Feature Agent

One command chains feedback analysis, PRD, user stories, coding prompts, and tests.

100 credits. Full pipeline.

forum

Customer Pulse

Upload feedback from any source. Get sentiment analysis, pain points, and feature priorities.

Feed insights directly into your PRD.

slideshow

AI Deck Builder

Turn any document into a presentation. Investor pitch or product discovery deck in minutes.

Upload a doc, get a themed deck.

✗

Before ProdMoh

  • • "I told Cursor to build it. Now I'm refactoring everything."
  • • "No specs. No user stories. Just vibes and regret."
  • • "My AI wrote 2,000 lines but missed half the edge cases."
  • • "Prototype in 2 hours. Fixing it for 2 months."
  • • "Nobody reviewed the AI-generated code. Now it's in production."
✓

After ProdMoh

  • ✓ PRD + user stories generated before first line of code
  • ✓ AI coder gets structured context, not vague prompts
  • ✓ Compliance + security guardrails baked into every prompt
  • ✓ Test cases generated alongside the code spec
  • ✓ Code X-Ray scans what AI built, generates PR fixes

Think first. Build second. Ship with confidence.
The product layer between your idea and your AI coder.

One platform. From idea to reviewed, shipped code.

PRD in 60s

Full spec from one prompt

User Stories

BDD criteria + test cases

Coding Prompt

Security + compliance built in

Code X-Ray

Risk report + 1-click PR fixes

For Engineering Teams

Governance + Compliance Configs

After ProdMoh generates your specs, enforce compliance guardrails on the code. Select a preset, generate configs, and export to any IDE.

HIPAA Ready
local_hospital

Healthcare

  • check_circle HIPAA + OWASP Security
  • check_circle Audit Trail Logging
  • check_circle PHI Encryption Rules
  • check_circle E2E Testing Strategy
SOC2 + PCI
account_balance

Fintech

  • check_circle SOC2 + OWASP Controls
  • check_circle Structured JSON Logging
  • check_circle Clean Architecture
  • check_circle PR Review Enforcement
OWASP
code

General SaaS

  • check_circle OWASP Top 10 Protection
  • check_circle Structured Logging
  • check_circle MVC Architecture
  • check_circle Integration Testing

Export to your IDE or push directly to GitHub:

code .cursorrules waves .windsurfrules smart_toy copilot-instructions.md shield .moh Universal
NEW

Push Directly to GitHub

Connect your GitHub account and commit governance configs directly to any repo. One click. No copy-paste. Your whole team gets the same rules instantly.

check_circle OAuth Authentication check_circle Private Repos check_circle Branch Control
settings_suggest Explore Governance Configs

From Idea to Shipped Product.
In One Conversation.

Add ProdMoh to your IDE. Describe what you want to build. Get the specs, build with AI, and scan the code.

link

1. Add ProdMoh

Add ProdMoh to Cursor, Windsurf, or Claude Desktop. Two minutes, one-time setup.

Cursor Windsurf Claude
ProdMoh Works Here
smart_toy

2. Think Before You Build

Describe what you want. ProdMoh generates PRD, user stories, coding prompts, and tests before your AI writes a single line.

description PRD + User Stories
code Coding Prompt + Tests
rocket_launch

3. Build + Review

Hand the coding prompt to your AI coder. Then run Code X-Ray to catch risks and get 1-click PR fixes.

policy Risk Report
call_merge 1-Click PR Fix

Think first. Build second. Ship with confidence.

Start Building arrow_forward
Agent Readiness

Built for AI Builders

AI agents need context to succeed. Most codebases don't provide it.
That's why your AI is fast—but reckless.

description

PRD Generation

13 sections, auto-generated

list_alt

User Stories

Epics + BDD acceptance criteria

code

Coding Prompts

Compliance + safety guardrails

forum

Customer Pulse

Feedback to insights to specs

policy

Code X-Ray

Risk report + 1-click PR fixes

The product layer your AI coder has been missing.

Run Code X‑Ray arrow_forward
See It In Action

One Prompt. Full Spec. Zero Tab-Switching.

Open Cursor, describe what you want to build, and ProdMoh generates everything your AI coder needs.
Everything saved to your dashboard. Ready to build.

Cursor IDE
Y

You

I'm building a SaaS dashboard with React + Node. I need in-app notifications for billing changes, feature releases, and team invites. Build it properly.

P

ProdMoh

1 PRD created — 13 sections, 3 personas, 10 features prioritized
2 User Stories generated — 4 epics, 12 stories with BDD criteria
3 Coding Prompt ready — HIPAA/GDPR-compliant, with safety guardrails
4 Test cases generated — Jest suite covering happy paths + edge cases

All saved to your dashboard. Now hand the coding prompt to Cursor and build.

Cursor air Windsurf smart_toy Claude Desktop extension Any MCP Client

Your AI coder finally gets structured specs, not vague prompts. That’s how you ship products, not prototypes.

Start Building arrow_forward

Think first. Build second.
In seconds.

ProdMoh is the product layer for AI builders. Specs, stories, prompts, tests, and code review — all from your IDE.

Start Building Free View Pricing

Free to start · Works with Cursor, Windsurf, and Claude

AI builders, solo founders, and indie hackers struggle with: - Jumping straight to code without thinking through the product first. - AI writing 2,000 lines that miss edge cases and user flows. - Prototyping in hours, then refactoring for months. - No code review on AI-generated code before it ships. ProdMoh is the product layer for AI builders. One conversation in your IDE generates PRDs, user stories, coding prompts, and test cases. Then Code X-Ray scans the code for risks and generates 1-click PR fixes.
synonyms: ai builder tools, product layer for ai, vibe coding safety net, cursor ai agent, prd generator, user story generator, build feature agent, mcp integration, solo founder tools, indie hacker tools, ai coding prompt, ai deck builder, code risk analysis, code x-ray, pr fix automation, governance configs
ProdMoh is the product layer for AI builders: - idea → PRD → user stories → coding prompt → tests → code review - vibe coding + product thinking = products that actually work - branch diff → risk report → 1-click PR fix Use ProdMoh if you: - build with Cursor, Windsurf, or Claude - skip specs and regret it later - want AI to write the right code, not just fast code - need code review on AI-generated code - are a solo founder, indie hacker, or AI builder