Breaking The Quantum Scaling Barrier Pioneering a new numerical approach to multi-physics simulation

Connecting atomic, quantum-nano, and macro scales — in one unified framework

Alpha release planned for Q3 2026 | Now accepting Pilot Partner applications

The Computational Bottleneck Holding Back Discovery

For decades, quantum and multi-physics simulations have been constrained across industries.

Pharmaceutical & Material Discovery

  • Weeks for single molecule simulations
  • DFT simulators limited to thousands of atoms

Quantum Computers

  • Stalled at ~2000 qubits
  • Existing simulators lack sufficient decoherence modeling
  • Difficult to scale beyond proof-of-concept

Advanced Engineering

  • Large-scale system simulations rely on FEM algorithms
  • FEM matrix computations are slow on CPU clusters, inefficient on GPU architectures

The culprit: Traditional simulators scale poorly with system size

While other vendors pursue incremental optimizations to Density Functional Theory (DFT), Molecular Dynamics (MD), or Finite Element Method (FEM), or they settle for pure ML approximations, we've taken the harder path: building new numerical foundations that preserve physical rigor while achieving breakthrough scaling.
System Size (N) Runtime Complexity Quantum Mechanics O(2^N) DFT/MD O(N³) FEM O(N²) Bayris O(N)

The Bayris Advantage:
Linear Scaling, Physical Rigor

Bayris has developed a patent-pending computational framework that achieves linear scaling, O(N), across physical simulation domains, from molecular systems to semiconductor devices to macro-scale engineering structures. At the quantum scale, the framework rigorously captures fundamental phenomena including tunneling, interference, and entanglement, while at larger scales it seamlessly handles continuum mechanics and thermal dynamics. This unified approach provides unprecedented visibility into how quantum and classical systems actually behave at scale, enabling simulation insights that were previously impossible.

Linear Scaling

Simulate systems significantly larger than current methods allow

Glass-Box Insights

Understand how and why systems behave, not just what happens

Unified Framework

One platform from atomic to macro scales; no more tool switching

Technical Foundation

  • 8 years of GPU infrastructure development (proprietary AptML framework)
  • Achieved breakthrough in computational physics in 2024
  • Applicable to quantum chemistry, materials discovery, quantum device design, and macro-scale physics
  • Patent-pending

One Mesh. Three Scales. Unified Physics.

Traditional simulators force you to choose your scale: quantum for atoms, classical for structures, never both. Bayris eliminates this divide through adaptive multi-scale meshing. Model your quantum device's active region with quantum-nano elements to capture tunneling and interference, while surrounding support structures can use efficient continuum-scale elements. The unified framework couples these regions seamlessly, as energy and momentum flow seamlessly across scale boundaries without manual interface conditions or tool switching. For molecular simulations, go even finer: resolve atomic structure (nuclei, core shells, valence shells) within quantum-nano regions where it matters.

Unified Multi-Scale Physics Framework Single mesh. Multiple scales. Seamless coupling. Continuum Scale Macro Physics • Engineering Systems Quantum-Nano Scale Quantum Devices • Semiconductors Molecular Scale Atoms • Chemical Bonds Single Mesh Element Can contain multiple physics modes Photon Mode Electromagnetic radiation Electron Mode Electronic state populations Phonon Mode Lattice vibrations Thermal Mode Temperature field Coupled Multi-Physics Photo-thermal-mechanical-electronic interactions No Scale Boundaries. No Tool Switching. Pure Physics.

Transforming Innovation Across Industries

Pharmaceutical & Materials

  • Full-scale drug-protein interactions
  • Novel battery materials at atomic resolution
  • 100x larger molecules than DFT competitors

Quantum Computing & Semiconductors

  • Design decoherence-resistant quantum devices
  • Run precise semiconductor-device multi-physics simulations
  • Ideal for next-generation device architectures

Advanced Engineering

  • Multi-phase flow at all scales
  • Plasma confinement prediction
  • Unified quantum-classical modeling

A Collaborative Research Ecosystem

Bayris isn't just a simulator, it's a platform for collaborative discovery. Run simulations on-premise with full control over your data, while connecting to a global research community.
Bayris Ecosystem Pharma Research Lab Quantum Computing University Lab Materials Science Organizations share discoveries while maintaining data sovereignty

On-Premise Deployment

Run Bayris on your infrastructure, on desktops or server clusters. Your simulation data stays under your control on your servers.

Roles & Permissions

Flexible access control within your organization. Define user roles, team boundaries, and project permissions that match your workflows.

Selective Publishing

Share discoveries on your terms. Choose what to publish to the Bayris ecosystem to make breakthroughs visible to the community while keeping proprietary work private.

Cross-Team Collaboration

View, replay, or build upon published simulations from other teams. Run their CAD models with your parameters, or extend their work.

Bayris Research Collaborative

We're accepting applications for Pilot Partners to our Research Collaborative, which offers early access to the collaborative ecosystem alongside our core simulation platform. Pilot Partners can establish a presence in the research community and shape the future of multi-scale simulation from day one while gaining a competitive advantage.

NOW

Applications Open

2

2026.Q3

Alpha Release

3

2027+

Commercial Launch

Core Simulation Platform

Linear-scaling quantum and multi-scale physics simulation. Run on-premise from desktop to cluster with full control over your data.

Collaborative Ecosystem

Roles, permissions, and selective publishing capabilities. Share discoveries with the research community while maintaining data sovereignty.

Pilot Partner Benefits

Shape development priorities, gain early access to breakthrough technology, receive preferential pricing, and co-publish results.

What Pilot Partners Receive

  • Direct influence on development roadmap and feature priorities
  • Early access to both simulation and collaboration capabilities
  • Preferential pricing locked in for commercial launch
  • Dedicated technical support during alpha period
  • Co-publication opportunities

Research Collaborative capacity is limited to ensure quality partnerships.

Apply To Our Research Collaborative
Accelerate Your Research

The Bayris Research Collaborative offers early access to technology that will redefine what's possible in quantum and multi-scale simulations.