WINGSPAN 64.8M

Simulation Confidence Platform

The trust layer between
simulation and reality

Every engineer gets a simulation result but has no idea how confident they should be in it. PlaneWorks quantifies, predicts, and closes that gap.

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The Core Insight

Simulations are directionally correct but quantitatively unreliable. Physical testing costs $500K–$5M+ per iteration and takes 3–12 months. Every test that trustworthy simulation replaces is massive savings.

How It Works

A diagnostic layer for
every simulation

PlaneWorks sits between your existing tools and physical testing. Upload. Analyze. Act. No migration, no lock-in.

01 — Upload

Ingest Simulations

Drag and drop simulation files from PyBaMM, COMSOL, ANSYS, or custom tools. CSV, JSON, HDF5 — we handle it. Pair with experimental data when available.

02 — Analyze

Quantify Confidence

Interactive visualizations overlay predictions with confidence bands. Color-coded heatmaps surface high-uncertainty regions. Click any parameter to see its sensitivity impact.

03 — Act

Test Smarter

AI-generated recommendations tell you exactly what to test next, which parameters to refine, and the expected ROI of each test — closing the loop between digital and physical.

Simulation Verticals

Starting with batteries.
Expanding everywhere.

Our confidence layer transfers to every domain where physical testing is expensive and simulation falls short.

Batteries & Energy Storage

Cell chemistry, degradation modeling, thermal runaway, cycle life prediction — validated against reality.

● Active — Primary Domain

Materials & Chemical Discovery

Accelerate materials screening with confidence-scored molecular simulations and property predictions.

◌ Roadmap

Drug Discovery & Molecular Sim

Binding affinity, ADMET, and molecular dynamics — know which predictions to trust before clinical trials.

◌ Roadmap

Aerospace & Rocket Simulation

CFD, structural analysis, and propulsion modeling with quantified uncertainty for mission-critical decisions.

◌ Roadmap

Climate & Weather Simulation

Bridge the gap between climate models and observed data with systematic confidence quantification.

◌ Roadmap

Construction & Structural Eng.

FEA validation, load testing confidence, and material performance prediction for safer structures.

◌ Roadmap

Long-Term Vision

Build a universal physics simulation confidence layer that can be adopted to anything — making every digital prediction trustworthy enough to act on.

We’re not replacing simulation tools. We’re making them reliable. One domain at a time, then all of them at once.

Why PlaneWorks

Three meanings,
one philosophy

01 — Philosophy

Plain & simple works.

The best solutions aren’t the most complicated. They’re the ones that strip away noise and give engineers clarity they can act on immediately.

02 — Method

The paper plane principle.

As kids, we never understood aerodynamics. We just folded, threw, observed, and iterated. Each fold taught us something. That’s how confidence in simulation is built — loop by loop.

03 — Belief

“That will never work.” … This plane works.

Every bold idea starts with doubt. We test, iterate, and prove it. When the simulation finally matches reality, that’s the moment: this plane works.

FOLD LINE A ITERATION: 0047STATUS: VALIDATED ✓

Get Started

Ready to trust your
simulations?

We’re onboarding early design partners in battery R&D. If your team runs simulations and wishes you could trust them more, let’s talk.

Request Early Access