Exploring a cell chemistry
- Usually
- Every candidate design is a physics simulation you queue and wait for. You check the handful you can afford, and never see the shape of the space around them.
- With Axioma
- A model trained on thousands of those simulations answers in the time it takes to move a slider, so you sweep the range first and spend the slow, exact run on the shortlist. The deterministic projection stays the number of record; the fast model's answer sits beside it, labelled as what it is.
NVIDIA Innovation LabShown alongside the deterministic result
Handing a design to the people who build it
- Usually
- The EPC team and the tender team retype a bill of plant the project already holds. From that moment there are several versions of the quantities and no agreement on which one is current.
- With Axioma
- The costed bill of plant crosses as one artefact: the drawn quantities, the road, fence and earthworks volumes derived from the layout rather than typed, the evidence grade of each figure — and a named list of what the design does not yet hold, instead of a silent gap.
In the platform today
Pricing a lithium battery consignment
- Usually
- Two underwriters price the same shipment differently, because each weighs packaging, route and carrier record from their own experience. The file ends up recording the number, not the reasoning.
- With Axioma
- Every submission starts from the same evidence-based assessment, trained on a large set of example shipments constructed from public incident records and the official rules for transporting batteries. Where the register holds too few comparable shipments on a lane or a carrier, it reads insufficient history and contributes nothing — rather than inventing a midpoint.
In the platform todayScreening-grade
Answering a warranty question about one pack
- Usually
- Remaining life comes off a generic curve in a datasheet, so the argument about warranty exposure is really an argument about whose curve to use.
- With Axioma
- The platform reconstructs that pack's own duty cycle from its telemetry, replays it through an equivalent-circuit model and estimates remaining useful life from a published lifetime model. When the underlying data is simulated rather than measured, it caps the confidence it reports and shows you the cap.
In the platform today
Getting a project through due diligence
- Usually
- A checklist records what a reviewer asserts. Which of those assertions the project can actually evidence is discovered when a lender's adviser asks — which is the worst moment to find out.
- With Axioma
- The platform reads the project's own records — design, terrain analysis, cost basis, finance and revenue cases, risk assessments, document workspace — and marks each requirement present, partial, missing or stale, naming the artefact that satisfies it and what to do next. It never records a pass it cannot quote a record for.
In the platform todayNot legal or financial due diligence