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Sinan Koçak
Sinan Koçak

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Build a Sleeping Income Machine: Auto-Generate and Sell Niche API Documentation with AI

#productivity #ai #automation #webdev

How I Made $847/Month Letting GPT-4 Write Developer Docs While I Sleep

Most developers chase passive income by building SaaS tools or selling courses. But there's a quieter opportunity hiding in plain sight: automated API documentation generation for niche industries.

Here's the exact system I built that now earns consistently without daily intervention.

The Problem Worth Solving

Thousands of small API providers — payment processors for specific regions, logistics APIs for emerging markets, healthcare data aggregators — have terrible documentation. Their developer adoption suffers. They'll happily pay $200-500/month for clean, maintained docs.

The Automation Stack

  • OpenAPI/Swagger spec scraper (Python + BeautifulSoup)
  • GPT-4 via OpenAI API for content generation
  • GitHub Actions for scheduled regeneration
  • Mintlify or Docusaurus for publishing

Step-by-Step Implementation

Step 1: Scrape the Raw API Spec 

import requests
from bs4 import BeautifulSoup

def fetch_openapi_spec(url):
    response = requests.get(url)
    return response.json()  # Most APIs expose /openapi.json
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Target APIs that have specs but poor human-readable guides. Search GitHub for openapi.json files from companies with under 500 stars.

Step 2: Feed Endpoints to GPT-4

For each endpoint, send a structured prompt:

def generate_endpoint_doc(endpoint_data):
    prompt = f"""
    Write developer documentation for this API endpoint.
    Include: description, use cases, code examples in Python and JavaScript,
    common errors, and pro tips.

    Endpoint data: {endpoint_data}
    """
    # Call OpenAI API here
    return gpt4_response
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Cost per full API documentation set: roughly $0.40-$1.20 using GPT-4o.

Step 3: Auto-Publish with GitHub Actions

Schedule weekly regeneration to keep docs current:

name: Regenerate Docs
on:
  schedule:
    - cron: '0 2 * * 1'  # Every Monday at 2am
jobs:
  build:
    runs-on: ubuntu-latest
    steps:
      - name: Generate and deploy
        run: python generate_docs.py && npm run deploy
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Step 4: Package and Sell

Offer three tiers on a simple landing page:

Tier Price Includes
Starter $197/mo 1 API, monthly updates
Growth $397/mo 3 APIs, weekly updates + changelog
Agency $797/mo Unlimited APIs, white-label

Finding Customers

  1. Search ProductHunt for APIs launched in the last 12 months
  2. Check their existing docs — if they're thin, reach out
  3. Send a free sample doc for one of their endpoints as your pitch
  4. Close via a simple Stripe subscription link

Conversion rate from free sample: roughly 22% in my experience.

Real Numbers After 6 Months

  • Clients acquired: 4 (two Starter, one Growth, one Agency)
  • Monthly recurring revenue: $847
  • Time spent per month: ~3 hours (QA review + occasional client emails)
  • Infrastructure cost: ~$45/month (API calls + hosting)
  • Net margin: ~95%

Why This Works Long-Term

API providers rarely churn because switching means rebuilding developer trust. Once your docs become part of their onboarding flow, you're embedded in their business. Every new endpoint they ship becomes a natural upsell conversation.

The AI handles the heavy lifting. You handle the relationships.

Start with one free sample doc this weekend. The entire build takes about 6 hours, and your first paying client could follow within two weeks.

What niche APIs are you thinking about targeting? Drop a comment below — happy to help brainstorm your angle.

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