One analytics engine, four loads.

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 every later number traces back to the same series. Design and sizing selects real 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 vertical decides the load model, the reliability criterion and the standards — a data centre that must never drop and a residential estate that merely prefers not to are two very different sizing problems on the same engine.