Solutions
Seasonal businesses deserve forecasts that say what was adjusted
Forecast and health routes for seasonal retail, hospitality, and agriculture — explainable JSON for committees that distrust naive linear projections.
Seasonality breaks naive trendlines. Template narratives in Cashytics call out window assumptions so finance leads can explain to boards why a dip is expected versus structural.
Building representative envelopes
Include at least 30 days of categorized history and explicit watermarks. Test shoulder seasons in the playground before you go live with summer-heavy portfolios.
Committee communication
Export narratives as talking points, but anchor decisions to structured drivers stored in your warehouse for replay.
Promotional calendars
Layer known marketing events into commentary metadata so forecast dips tied to planned promotions are not misread as liquidity crises.