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Physics intelligence at manufacturing resolution

Vinci brings physical reasoning in full-fidelity to hardware designs—so engineers can explore, validate, and realize performance that was previously impractical, infeasible, or inconceivable.

Solver-accurate. Zero setup. Zero training. Real products. Real scale.

From simulation to physics intelligence

For decades, physics has been evaluated intermittently—through simulations run by specialists, at discrete points in the design cycle. That approach worked when systems were simpler and expert time could scale with complexity.

That world is gone.

Modern hardware concentrates more physics across more scales—dense geometry, heterogeneous materials, tightly coupled effects, and real manufacturing constraints. The limiting factor is no longer physics accuracy, but how often and how broadly it can be applied.

Vinci introduces a new paradigm: physics as an always-on intelligence layer.

Instead of running isolated simulations to check designs, engineers can continuously reason about physical behavior—at manufacturing resolution—throughout exploration, optimization, and validation.

This is not faster simulation.

It’s a fundamentally different way to design hardware.

01

Solver-accurate by construction

Results are validated against first-principles commercial FEA solvers — not proxies or surrogates

02

Zero setup, zero tuning

No meshing, defeaturing, parameter fitting, or per-case configuration — ever

03

Operates on real geometry

Native, full-resolution design files ingested end-to-end with no translation

04

Fully automated, end-to-end execution

From ingestion through convergence with no human intervention — enabling continuous, validated simulation

05

Built for production deployment

Runs behind the firewall with a single global model

Built from the ground up for accuracy, speed, and scale

This system natively integrates a physics foundation model with execution to ensure self-verifying, manufacturing-resolution accuracy without approximations. It delivers high-fidelity performance at scale.

Geometry processing

Vinci directly ingests complete, native geometry representations for dies, packages, boards, and systems.

  • No geometry simplification
  • No translation loss
  • No manual preprocessing

This enables accurate simulation of full designs at nanometer-scale resolution while supporting large parameter sweeps and design-of-experiments.

Multi Physics Foundation Model

Vinci’s physics foundation model provides a physics-informed inference solution that accelerates convergence without introducing approximation or nondeterminism.

The model is not probabilistic and does not hallucinate.
It operates within physical constraints and feeds directly into solver-based verification.

GPU Physics Solver

The Vinci GPU physics solver performs automated meshing and solver-accurate convergence at production scale:

  • Handles hundreds of millions to trillions of degrees of freedom
  • Executes on one or multiple GPUs
  • Produces deterministic, repeatable outputs
  • Benchmarks against commercial FEA tools and experimental data
DATA VISUALIZATION

Simulation outputs are converted into verified, physics-consistent visual insights:

  • Temperature, stress, displacement, and deformation
  • Direct comparison across design variants
  • Ready for validation, reporting, and automation
  • Only solver-verified results are presented to engineers

Explore the Physics:

Thermal Conduction

Vinci enables steady-state and transient thermal analysis on real hardware designs—at the resolution they are actually built—so engineers can reason about heat where it truly matters.

Engineers use Vinci to evaluate thermal behavior across dense, multi-material assemblies that traditionally require simplification or late-stage validation. This includes advanced packages, stacked die, high-power boards, and tightly integrated systems where local geometry and interfaces dominate heat flow.

In practice, this means teams can run manufacturing-resolution thermal analysis early and repeatedly—without collapsing designs, abstracting critical features, or limiting scope to what’s manually tractable.

Thermal analysis stops being a one-off check at the end of the process.

It becomes a reliable, repeatable input into everyday design decisions—at the scale and fidelity modern hardware demands.

Evaluate manufacturing-resolution thermal conduction workflows
What engineers use it for
  • Exploring cooling strategies and power-density tradeoffs across full assemblies
  • Evaluating material stacks, interfaces, and layer configurations under real operating conditions
  • Identifying hotspots and thermal risk early—before layout and packaging decisions are locked
  • Running structured design-space exploration and parameter sweeps on real geometry, not proxies
  • Understanding thermal behavior over time—warm-up, load changes, and operating transients—not just final steady-state conditions
What engineers get
  • Temperature fields they can trust—both at equilibrium and as conditions evolve over time
  • Stable results suitable for regression, comparison, and automation
  • Earlier insight into thermal limits that would otherwise surface late in validation
  • Fast, deterministic turnaround on full-fidelity designs—without requiring modification or simplification of the original design geometry

Thermo-Mechanical

Vinci provides production-grade thermo-mechanical simulation for complex hardware systems, enabling deterministic prediction of stress, deformation, and global warpage directly from full-fidelity designs.

Rather than approximating mechanical behavior through simplified blocks or rule-of-mixtures models, Vinci operates on real geometry and real material interfaces. Thermal loads, material mismatch, and structural constraints are resolved together—at manufacturing resolution—so mechanical behavior reflects how the product is actually built, assembled, and operated.

Thermo-mechanical physics is solved across scales, from fine-grained material and layout detail to full system assemblies. Results are deterministic and solver-accurate, making them stable enough for comparison, regression, and automated design exploration—without manual setup or tuning.

These capabilities allow engineers to reason about warpage and mechanical reliability earlier in development, when design choices are still flexible and risk can be retired before late-stage validation.

Thermo-mechanical analysis stops being a late-stage risk check. It becomes a deterministic, repeatable input into everyday design decisions—so stress, deformation, and warpage can be understood early, compared meaningfully, and signed off with confidence.

Evaluate manufacturing-resolution warpage and stress workflows
What engineers use it for
  • Predicting stress and warpage across complex, multi-material assemblies under real thermal loading
  • Evaluating substrate, stack-up, and material tradeoffs that drive deformation and reliability risk
  • Understanding how local material behavior and interfaces influence system-level mechanical outcomes
  • Running repeatable comparisons and design sweeps to mitigate warpage before sign-off
What engineers get
  • Deterministic predictions of stress, displacement, deformation, and global warpage
  • Results stable enough for regression, comparison, and production qualification
  • Earlier visibility into mechanical risk that would otherwise emerge late in validation
  • Fast resolution of coupled thermal-mechanical effects—so stress, deformation, and global warpage can be evaluated in hours instead of late-stage validation cycles, without simplifying the design