Repeat founder Ryan Williams

Repeat founder Ryan Williams raised $10M seed funding for Ellis AI, an artificial intelligence platform designed for private credit managers. The core problem Williams identified was that private credit professionals spent enormous time manually analyzing loan documents, financial statements, and borrower data—work that was repetitive, error-prone, and consumed resources that could focus on deal evaluation instead. Private credit fund managers experienced this most acutely, as they managed increasingly complex portfolios while facing pressure to deploy capital faster. The inefficiency was measurable: teams tracked hours spent on due diligence and document review. Existing alternatives like generic document management software and spreadsheet-based analysis existed but lacked domain-specific intelligence. Early validation came through conversations with fund managers who immediately recognized the pain point and expressed willingness to adopt AI solutions that could accelerate their workflow. The $10M seed round itself signaled investor confidence that the problem was both real and valuable enough to command significant capital, suggesting Williams had demonstrated clear market demand during fundraising conversations.

Repeat founder Ryan Williams raised $10M in seed funding for Ellis AI, an AI platform serving private credit managers, by observing concrete behavioral signals rather than relying on survey responses. Williams watched potential customers spend hours manually underwriting deals—a tedious process ripe for automation—and noticed they consistently asked about AI solutions during conversations. The real validation came when early users began requesting access before the product was fully built, with private credit firms actively integrating Ellis into their workflows within weeks of launch. Williams measured genuine interest through engagement metrics: time spent in the platform, frequency of deal uploads, and repeat usage patterns showed sustained adoption rather than one-time curiosity. The strongest evidence emerged when customers started paying before formal pricing was established, demonstrating they valued the time savings enough to commit resources. This progression from observed pain points to unprompted usage to voluntary payment created a clear demand signal that transcended what founders heard in interviews, proving the market genuinely needed the solution.