Operating in a fast-moving AI video generation market with intense competition and rapid model turnover, this company needed a way to ship new models faster and produce far more creative output to keep users engaged. We streamlined their content engine and surfaced untapped, low-competition niches, helping reduce churn while expanding into new segments with higher conversion and stronger product-market fit.