How Josh turned a forgotten cover-letter side project into JobBuddy's $1K MRR

Josh did not start JobBuddy with a big launch plan or a venture-backed career-tech thesis. The MRR Story case frames him as a UK-based software developer working a full-time job who went through his own tedious cover-letter process: every application needed a tailored cover letter, resume edits, and interview prep, but the manual work was draining and early AI drafts felt generic. The first JobBuddy version was simply a useful side project for that problem.

A free Reddit launch, then an accidental validation loop

Josh launched the first version for free with a plain Reddit post asking people to try a cover-letter tool. Then life and work pulled him away. By mid-2024 Josh was telling commenters on that same Reddit thread that he already had thousands of happy users, and in January 2025 he put the total at over 10,000, mostly from Reddit, with no paid ads and no large audience behind it. That quiet adoption was the real validation: job seekers were sharing it because it saved them time on a recurring, stressful workflow.

Donations were not a business model

A Buy Me a Coffee button existed early on and the case reports it produced only a few dollars despite thousands of generated documents, but a paid tier existed from launch alongside it, priced just to cover Josh's own costs. Josh's durable move was turning the free tool into a real freemium SaaS. He added accounts, better AI models, document export, templates, resume keyword optimization, interview prep, and paid tiers around $14.99 and $49.99/month. The live JobBuddy site now positions the product as an all-in-one AI job-search platform for resumes, cover letters, interviews, applications, and organization.

Slow growth still compounds

MRR Story reports JobBuddy reached about $1,000 MRR, 10,000+ users, and 150+ paying subscribers after roughly 18 months of quiet work. The key lesson is not a viral spike. It is that a painful, recurring workflow can grow through Reddit, SEO, word of mouth, and steady product improvement when the free version proves value before the paywall. JobBuddy is a useful counterweight to overnight-success stories: the product won by staying close to one stressful customer job and charging once the value was obvious.