Update on the AI powered cover letter generator service

After failing to gain traction since March and realizing the current business model wasn’t viable, I decided to close the service. Cover-letter-generator.org is no more. I’d like to share some reflections on what happened.

  1. Business model. The service was based on pay-per-use. You could buy a single cover letter generation or purchase “credits” to generate multiple cover letters at a discount. But very few people were willing to pay for such a service. In fact, my total revenue was… $3 — before transaction fees. As you can imagine, that didn’t go far. There was also a high rate of cart abandonment once people encountered the paywall.
  2. Heavy competition. Many companies now provide similar tools for free. Some, like Grammarly, offer them as funnels for more lucrative services. Competing with “free” is tough. When I started development, there weren’t many similar services. But after launch, they multiplied like rabbits. It seems everyone had the same idea once LLMs became mainstream.
  3. Limited value proposition. I should have offered more tools to support the full job-hunting process, such as CV creation and other career resources.
  4. Insufficient market research. In hindsight, CV/resume creation tools have much higher search volumes. I probably should have started there.
  5. Weak distribution. I had almost no followers, no mailing list, no ads — essentially no distribution strategy.

What’s next

I’m now working on a new personal project in a completely different market, applying the lessons above. This time, I’ll have a clear strategy instead of just throwing things at the wall to see what sticks. I’ll be building more openly and sharing my progress on X at @ivanonchi, so feel free to follow along.