New: Proactively Discover AI Risks In Your Repo

Audit Your Codebase For
AI 'Slop' & Legacy Debt.

Vibe coding is fast, but dangerous. Legacy code is expensive. Scan any repo to uncover lawsuits, logic bugs, and hidden cost-saving opportunities.

Codebase X-Ray: Discover AI risks and reduce cloud costs in legacy apps.
Airflow Generator: Standardized pipelines, not black-box scripts.

warning "My team is pushing code to Git without any checks and balances." → Codebase X-Ray audits your history for risks.
psychology_alt "AI coding has increased the 'slop' in our repo multiple fold." → Discover the hidden logic errors you're paying for.
visibility_off "We are merging 'vibe coding' commits that nobody has actually read." → Get a plain-english transparency report.
savings "We're burning cash on inefficient legacy code we're afraid to touch." → Identify specific cost-saving refactors.
Analyze Your Code (Free) bolt Build Airflow DAGs
prodmoh.com
Step 1
Generate governance config with presets and standards selection
settings Configure Standards
prodmoh.com
Step 2
Push .cursorrules governance config directly to GitHub repository
Push to GitHub
The Hidden Cost

Every Sprint, Your Team Loses:

20+
Hours per Sprint

Debugging AI-generated code that "looked right" but breaks in production.

$33K
Monthly Waste

20% of your engineering budget lost to preventable rework and "slop".

3
Months to Burnout

Before your best engineers start updating their LinkedIn.

Meanwhile, investors are still asking: "What did you ship this quarter?" And sales can't demo because features keep breaking.

The Real Problem

The Problem isn't AI. It's Context.

AI writes code that compiles. But it doesn't know your business logic, edge cases, or that one weird dependency from 2022.

casino When reality shifts, the agent doesn't pause—it doubles down.
casino 10 developers write 10 different prompts with 10 failure modes.
casino Demos look flawless. Production systems quietly derail.
casino Execution without context is just automation wearing a cooler name.

AI won't scale through larger models or fancier prompts.
It scales through systems that encode what works.

That's what governance configs do.

What You've Tried

Why Nothing Has Worked

✗

"We'll train the team on better prompts"

Takes 6 months. Still inconsistent. Senior devs hate being prompt teachers.

✗

"We'll create internal documentation"

Nobody reads it. Out of date in 2 weeks. Lives in Notion graveyard.

✗

"We'll hire more engineers"

10 engineers with 10 different prompts = 10x more chaos. You tried this.

✗

"We'll just use AI less"

Your competitors won't. You'll fall behind. Not an option in 2025.

The problem isn't your team. The problem is every developer reinventing prompts from scratch.

The Solution

One Config. Every Developer. Every Project.

ProdMoh generates governance configs from your PRD — security, architecture, and compliance baked into every AI prompt.

What ProdMoh Generates for You

speed ProdMoh Score
78
Strong Potential

AI assessment blending market, strategy, and execution intelligence

auto_awesome AI Insights
🧭 Market Strategy
👥 User Exploration
🚀 Go-to-Market
🛡️ Differentiation
📈 Growth Strategy
🎯 Narrative
attach_money Business Case
TAM
$2.0B
SAM
$300M
CAC
$50
LTV
$750
Gross Margin: 65%
insights

See What's Worth Building

Drop in feedback, tickets, or bugs. ProdMoh shows you what users actually want.

Build features that close deals. Ship in hours, not sprints.

security

Industry Governance Presets

One-click templates for Healthcare (HIPAA), Fintech (SOC2/PCI), or General SaaS.

Export to .cursorrules, .windsurfrules, or .moh — ready for your IDE.

history

Full History & Traceability

See every prompt generated. Download them. Verify what changed before code review.

Copy, paste, download. Full audit trail, full control.

✗

Before ProdMoh

  • • "Every developer writes prompts differently"
  • • "We ship fast but debug forever"
  • • "Nobody knows what instructions AI received"
  • • "Code reviews take 3x longer"
  • • "Security? We'll add it later..."
✓

After ProdMoh

  • ✓ One governance config. Every project. Zero chaos.
  • ✓ Ship and it works. First time.
  • ✓ Full audit trail of every AI instruction
  • ✓ PRs pass review on first submit
  • ✓ HIPAA/SOC2/OWASP baked into every prompt

Governance configs for Cursor/Windsurf
for engineering teams using AI to ship.

Stop 10 developers writing 10 different prompts with 10 different security holes.

Validate First

Know if it's worth building

Ship 3x Faster

From idea to code in minutes

Build Once

No rework. No wasted weeks.

Market-Backed

TAM/SAM/SOM calculated for you

Enterprise-Ready

One-Click Industry Governance

Pre-configured compliance templates for regulated industries. Select your preset, generate configs, 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 Rough Idea to Production Code.
In Minutes.

Stop wasting weeks building the wrong features. ProdMoh validates your idea, generates specs, and creates AI prompts—all in one flow.

lightbulb

1. Drop In Your Idea

Got a feature idea or user feedback? Just paste it in. No need for perfect formatting—ProdMoh understands messy Slack threads, customer emails, or rough notes.

Status: Idea submitted
The Magic Happens Here
verified

2. Validate & Generate Specs

ProdMoh analyzes your idea, calculates TAM/SAM/SOM, scores execution risk, and generates AI insights (market strategy, GTM, differentiation). Then: creates Product Briefs, User Stories, and Tech Specs.

analytics Market Data Calculated
assignment Specs Generated
rocket_launch

3. Export or Push to GitHub

Download governance configs (.cursorrules, .windsurfrules) or push directly to GitHub — your entire team syncs to the same standards instantly.

download Download
Push to GitHub

One config. Every developer. Zero chaos.

Stop the Prompt Roulette arrow_forward
Agent Readiness

Is Your Codebase Agent-Ready?

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

description

Context

PRD & Tech Specs agents can understand

shield

Rules

Governance configs agents must follow

link

Delivery

MCP feeds context into your IDE

Team Sync

GitHub Push keeps everyone aligned

COMING SOON
verified

Verification

CI/CD catches drift before merge

Companies that invest in agent readiness see 5-10x the return of those who don't.

Make Your Codebase Agent-Ready arrow_forward
How It Works

From PRD to Production. One Flow.

PRD → Tech Spec → Governance Config → Push to GitHub. Every step standardized.

description
STEP 1

PRD Generator

Turn ideas into structured Product Briefs with user stories, acceptance criteria, and edge cases.

architecture
STEP 2

Tech Spec

1-click database schemas, API contracts, and system diagrams from your PRD.

shield
STEP 3

Governance Config

Generate .cursorrules, .windsurfrules with HIPAA/SOC2/OWASP compliance baked in.

NEW
STEP 4

Push to GitHub

One click. Config lands in your repo. Whole team syncs instantly.

PRD arrow_forward Tech Spec arrow_forward .cursorrules arrow_forward GitHub
architecture Tech Spec Generator

PRD → Tech Spec in 1 Click

Database schemas, API contracts, system diagrams—generated directly from your Product Brief. No more 3-day architecture debates.

description Learn More About PRDs & Tech Specs arrow_forward
code AI Coding Prompts

Production-Grade Code. Straight from Spec.

Context-rich prompts with security, compliance, and architecture baked in. Cut rework by 80%.

🛡️ HIPAA/GDPR defaults 🐞 Debuggable by design 🏗️ Architecture patterns

Optimized for

Cursor Windsurf Claude GitHub Copilot
code Learn More About AI Prompts arrow_forward
More Power Features

Everything You Need to Ship with Confidence

link

MCP Integration

Feed context directly into Cursor, VS Code, or any MCP-compatible IDE. Your AI sees the real requirements.

Learn more arrow_forward
chat

Talk to Your PRD

Agentic AI chat. Ask questions, refine requirements, get stakeholder-ready summaries. Your PRD talks back.

Chrome Extension

Capture ideas from anywhere. Turn Slack messages, emails, or any webpage into structured PRDs.

Get it free arrow_forward
history

Version History

Full audit trail. See what changed, when, and why. Enterprise-grade traceability for compliance.

Stop the Prompt Roulette.
Start shipping with one standard.

10 developers. 1 governance config. Zero chaos.

Get Started Free Add to Chrome

No credit card · Generate your first governance config free

Product managers often struggle with messy feedback, unclear requirements, and roadmap guessing. Engineering managers want fewer ambiguous tickets and better acceptance criteria. SaaS founders want to know what to build next without wasting engineering cycles. Common phrases from users: - "We keep building the wrong things." - "Support tickets are all over the place." - "I don't know what to tell Cursor to build." - "Our Product Briefs keep shifting mid-sprint." - "We have data but no clarity." - "We ship fast but the features don’t move metrics." ProdMoh solves this by turning user feedback, bugs, surveys, and support tickets into clean Product Briefs, user stories, and acceptance criteria. It gives Cursor and AI coding agents the real product context they need.
synonyms: product insights, user insights, customer signals, roadmap clarity, product discovery workflow, voice of customer analysis, problem prioritization, PM workflows, engineering alignment, sprint planning clarity, backlog quality, feature validation, early stage SaaS growth, PM productivity tools, product decision-making, reducing rework, evidence-based features, unblock engineering, align product and engineering, AI-generated Product Briefs, Product Brief automation, cursor mcp product workflows, ai requirements, user story generator, feedback clustering, customer pain points mapping
ProdMoh is used when a team wants to go from: - customer feedback → a clear Product Brief - Product Brief → an AI-ready coding prompt - coding prompt → production-quality code inside Cursor or Windsurf ProdMoh connects the product layer (feedback, requests, requirements) to the engineering layer (AI coding tools, MCP, IDEs). Use ProdMoh if you want: - fewer rewrites - fewer bugs - consistent AI behavior - repeatable engineering quality