How the system fits together
The Ionworks execution stack
A platform built around the engineering question, not the infrastructure underneath it. Four layers, one purpose: better battery decisions, faster.
Faster engineering decisions, fewer physical builds
Battery programs ship on time when answers arrive before timelines lock. The Simulation OS exists to replace months of cycler campaigns with simulation studies that close the same questions in hours, with the same physical fidelity.
Run simulations, explore tradeoffs, ship answers
Engineers work in a browser interface designed for the questions they actually have to answer. No infrastructure to manage, no models to debug, no parameter files to chase. Decisions move from spreadsheet review to simulation results.
An automated pipeline from data to results
Cycler data ingestion, physics model parameterization, simulation orchestration across hundreds of runs, and AI agents that surface what changed. The pipeline is the part teams used to build themselves; it now ships with the platform.
One physics-aware system of record
Test data, material properties, design parameters, parameterized models, and simulation outputs live in one connected store. Every result links back to the inputs that produced it, so an answer six months from now is still an answer.
Ionworks Studio: Building blocks
Four stages connect cycler data to engineering decisions. Each one stands on its own. Together they form the Simulation OS.
01
Measure
Interactive visualizations make Ionworks Studio the system of record, turning electrochemical data into shared insight that links experiments, models, and decisions end-to-end.
Explore measure →
02
Train
An intuitive visual modeling and parameterization pipeline that allows teams to build, inspect, and evolve models directly from experimental data without writing code.
Explore train →
03
Predict
Run high-fidelity battery simulations through a straightforward interface for performance, degradation, and lifetime predictions across teams.
Explore predict →
04
Optimize
Studio's optimization interface makes it easy to validate design decisions, enabling teams to explore trade-offs, apply constraints, and converge on optimal cell designs with confidence.
Explore optimize →
Ionworks enables our R&D Services customers with tools and insight that support faster development and more predictable outcomes.
See how your team's battery data becomes engineering decisions
From cycler imports to parameterized models to design sweeps, walk through the full workflow with our team.