HarvestIQ turns crop, acreage, yield, price, and expense inputs into a clear seasonal profit forecast months before harvest. It computes gross revenue, net profit, margin, break-even price, and break-even yield, and generates conservative, base, and optimistic scenarios alongside weather, market, yield, expense, and overall risk scores. A confidence model tells users how much to trust each forecast, every assumption is labeled by source, and reports are lender-ready. External market and weather data flow through provider adapters with clearly labeled sample-versus-live data.