Micro-SaaS & AI ProductsSource date: May 21, 2025Last reviewed October 19, 2026

A GPT wrapper for cover letters earns about $550 MRR for about $16 a month in costs

Vince built it in one week and spends about an hour a month on it.

Subject: CoverLetterGPT (Vince, Wasp)Subscription GPT wrapper

Read original source1 source linked below
A laptop showing revenue charts on a desk beside an open notebook and coffee

Case Overview & Background

Vince, a developer relations lead at Wasp, built CoverLetterGPT, a GPT wrapper that writes cover letters, in one week using the free Open SaaS template. He reports about $550 MRR, $9,912 net revenue since launch and average monthly profit of $416.

How AI Is Used

It calls OpenAI models (gpt-4o-mini on the standard plan, gpt-4.1 on pro). About 1,500 requests a month cost him about $3.

Step-by-Step Process

Step 01Use a template

Built in one week on a free SaaS boilerplate.

Step 02Keep it cheap

About $12 hosting and $3 API a month.

Step 03Grow free

SEO, social media and Reddit, no ads.

Customer Acquisition & Distribution

SEO, social media and Reddit; $0 on ads.

Limitations, Risks & Failure Modes

What may not apply to you, and what could go wrong:

  • Self-reported
  • Small income
  • Stripe and currency fees are the biggest cost

Key Takeaways

  • Tiny apps can earn steady side income
  • AI API costs can be negligible
  • Count fees in your margin

Sources

BlogMay 21, 2025

Open SaaS: Here's my SaaS Cost, Profit, and Marketing Breakdown

Note: Full cost and profit table.

Open Source
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Case ID: cs-a-gpt-wrapper-for-cover-letters-earns-about-550-mrr-for-about-16-a-mon
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