03 / Predicting Demand, Load, and Risk
Machine learning & forecasting models
Models that predict what your business needs to plan around: demand, load, risk. Stated as a realistic range, not one number you're tempted to treat as certain.
Who this is for
Teams currently planning around a spreadsheet, a rule of thumb, or a model nobody trusts anymore, where a wrong forecast has a real cost, ordering too much stock, running out, or missing a risk.
What usually goes wrong
A single predicted number, with no sense of how uncertain it is, invites false confidence. We build models that give you a realistic range, and we set them up to update on a schedule automatically, instead of going stale the day they ship.
What you get
- A forecasting model tested against your own past data to check it actually works
- A likely range given alongside every prediction, not just one number
- An automated pipeline that refreshes the forecast against live data on a schedule
- A monitoring view that flags it when real-world results fall outside the model's expected range
What a forecast looks like
A likely range alongside the number, not one figure you're tempted to treat as certain.
Sample output · actual Jan–Aug, forecast to Dec
+17.5%forecast growth
ActualForecast medianConfidence range
In practice
Manual → unattended
per-sensor calibration at commissioning, replacing hand-tuned thresholds, E-Rain Inc.
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