4cast-ai was founded by people who spent years in wholesale and grocery sales — people who know what it feels like to build a forecast in a spreadsheet the night before a major buyer meeting. We built the platform we always wanted: one that does the heavy lifting, explains its workings, and gets better every time you use it.
Most forecasting tools use a single algorithm. We use six — each capturing a different signal — then blend them into one validated forecast. The result is a forecast that outperforms any individual model while remaining explainable and auditable.
And it gets smarter. Each cycle, the model ingests your overrides and actual outcomes and recalibrates — so your forecast accuracy improves the longer you use the platform.
Classical time-series methods establish the ground truth baseline — smoothed, seasonally adjusted, and validated against your historical data.
The model detects and quantifies the volume impact of promotions by learning from your promotional history — not generic industry percentages.
Identifies recurring seasonal patterns at SKU and category level and applies precise seasonal factors derived from your own data.
External market signals — from category trends to competitive activity — are incorporated to give the forecast wider contextual awareness.
Every forecast change is scored for margin and revenue impact. The engine surfaces high-risk changes so you can act before they become problems.
Overrides and actuals feed back into the model each cycle. The longer you use 4cast-ai, the more accurate your forecasts become — automatically.
The flagship product. AI-powered SKU-level forecasting for wholesale sales teams. Includes all 6 AI models, promo tracking, P&L engine, and change log.
View Dashboard →Purpose-built for grocery channel teams. All the power of the wholesale dashboard, re-calibrated for grocery category dynamics, ranging cycles, and retailer data formats.
In DevelopmentBespoke dashboard builds for large teams with specific data formats, custom KPIs, or multi-market requirements. We scope, build, and maintain it for you.
Get in Touch →Enterprise teams with unique requirements — we scope and build bespoke forecasting dashboards. Let's talk about what you need.
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