PrintCash with AI
HardSaaSFrontierClear niche and buyerAI model/API accessPayments via Stripe
Operator-Reported

AI Project Plans for AI Coding Tools

Generates project documents and specs for AI coding tools; community of 4,800+ AI developers.

In plain English

CodeGuide helps people plan an app before they ask AI to build it. It turns an idea into clear planning documents that AI coding tools can follow. That helps the AI make fewer mistakes. It sells monthly and yearly plans and has a large community of members.

Automation85%
Startup costNot disclosed
Time to first $Not disclosed
Monthly range*$42,000 MRR

~$42K MRR after 3 months (founder-reported, May 2025)

DifficultyHard
SourceIncome Idea Lab - CodeGuide claim check ↗

Operator: CJ Zafir

Operator-Reported

A named, real operator ran this and shared results publicly. The figures are their own.

Not disclosed.

The tool stack

Stripe ↗
2.9% + 30¢ per charge

Payments

 Anthropic API ↗
Pay per token

LLM / agents

 Next.js ↗
Free (open source)

Web app framework

Prices are the vendors' published list prices as researched in Oct 2026 and change often — always check the vendor's pricing page.

Step-by-step setup

  1. Ship an API or tool developers and agents call directly.
  2. Great docs, SDKs and MCP/CLI access.
  3. Usage-based or tiered pricing.
  4. Grow via developer communities and integrations.

What's automated vs. the human 15%

The machine does

  • Core AI generation/analysis
  • Billing and onboarding

You still do

  • Product quality and support
  • Distribution and marketing
  • Compliance and edge cases

Overview

Generates project documents and specs for AI coding tools; community of 4,800+ AI developers.

Operator: CJ Zafir. Website: https://www.codeguide.dev/

Estimated split: about 85% of the work automated, 15% human.

Realistic income

CJ Zafir said that in three months CodeGuide grew to 42K MRR with a community of 4,800+ AI developers (May 2025). Income Idea Lab notes the treatment of yearly plans was not explained. This figure is operator-reported and not independently verified. This is one operator’s result, often after months or years of work, and doesn’t predict yours. Check the live source — numbers change.

Risks

  • Platform dependency on upstream models/tools.
  • Support burden from technical users.
  • Startup cost and time to first dollar are not disclosed.

*Income figures are illustrative ranges based on public pricing and typical outcomes reported by practitioners, not guarantees. Most new online businesses earn little or nothing at first. Not financial, legal or tax advice.

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