CraftOS

CraftOS built inventory management and POS software targeting small-batch wineries, which represent 83% of US wine production. Early signals appeared promising: winery owners expressed frustration with spreadsheets and legacy systems during customer discovery interviews, and the founding team secured letters of intent from twelve wineries willing to pilot the software. Initial traction showed fifteen paid customers within six months, generating $8,000 monthly recurring revenue. However, these behavioral signals masked deeper problems. Customers used the platform sporadically rather than daily, and churn accelerated after three months when wineries realized implementation required significant workflow changes. The team had conflated stated pain points with willingness to change operations. They missed critical warning signs: low feature adoption rates, support tickets revealing customers reverting to spreadsheets for complex tasks, and declining engagement metrics. The fundamental issue wasn't demand validation—it was validating whether wineries would actually adopt a new system, not just acknowledge their problems. Without measuring actual usage intensity and retention cohorts, CraftOS mistook polite interest for genuine product-market fit.