One analytics engine, four application areas.

Every deployment runs the same five modules: resource acquisition, design and sizing, digital twin, feasibility, and export.

Resource acquisition pulls multiple complete calendar years of hourly reanalysis data for the site — global horizontal and plane-of-array irradiance, temperature and hub-height wind — and stores it locally so that every subsequent figure is traceable to the same series. Design and sizing selects commercially available components with their datasheets. The digital twin dispatches them against the load at a fine timestep. Feasibility turns the result into cashflows and a trajectory. Export writes the dispatch out for real-time simulation platforms.

The application area determines the load model, the reliability criterion and the applicable standards. A data centre that requires uninterrupted supply and a residential estate with less stringent reliability requirements present very different sizing problems, both solved on the same engine.