My app failed, then I changed one thing, and made $80K | Starter Story

Pranith, a software engineer from India, quit his $250,000-a-year job to build apps full-time. His first attempt, an AI chat tool called Rabbit Holes AI, failed to gain traction. Then he made a single structural change to his business model: he switched from a subscription with a free trial to a one-time purchase desktop app that required users to bring their own API keys. That pivot turned the product into a $80,000 revenue generator in six months, with roughly $75,000 in profit.

The Problem with Subscriptions for a Solo Builder

Pranith’s initial instinct was to follow the standard SaaS playbook: a freemium web app with a free trial and a recurring subscription. This approach failed for two reasons specific to his situation. First, he had no personal brand or large audience to drive signups. Second, and more critically, his ideal customer profile—a power AI user—was already saturated with subscriptions for ChatGPT, Claude, and Perplexity. Asking them to pay for yet another monthly fee was a non-starter.

The deeper issue was that the freemium model forced him to absorb AI inference costs for free users, creating a cash-negative feedback loop before he had any revenue. "I did not have a huge personal brand," he says, and the interest he generated "never really turned into any real dollars." The subscription model was bleeding time and money without validating demand.