OxyFlow
Forecasting that gets better every time reality disagrees with it
The problem
Most forecasting tools ship a model once and never look back. Nobody records what was predicted, nobody compares it to what happened, and the forecast quietly drifts away from reality.
What we built
We built the feedback loop into the product. Every prediction is stored, operators can record the real outcome against it, and scheduled retraining promotes a new model version only on its measured metrics.
Plant and facility operators planning production against demand
Key capabilities
What OxyFlow does
- 01
Operations dashboard
Production and consumption at a glance, with the current forecast alongside it.
- 02
Prediction logging
Every prediction is recorded with the inputs that produced it, so results can be audited later.
- 03
Outcome feedback loop
Operators record what actually happened, turning day-to-day use into training data.
- 04
Versioned model registry
Model versions are stored with their metrics, and exactly one is marked active at a time.
- 05
Scheduled retraining
Background workers retrain on the accumulated feedback without an engineer running a script.
Built with
Want something like this for your business?
We built OxyFlow end to end. Tell us what you are trying to solve and we will tell you what it takes to build it.