Our dynamic models and sensor simulations are validated with real-world data to achieve 97–99% accuracy. The system supports full closed-loop HIL operation with deterministic time synchronization.
All major components — vehicle dynamics, sensors, AI, and hardware interfaces — are integrated under one unified simulation framework, minimizing setup effort and maximizing compatibility.
Our solution delivers high-end simulation capability at a fraction of the cost. Typically, projects achieve comparable fidelity at 1/10 to 1/30 of the industry standard price.
Our distributed architecture supports multiple compute nodes, enabling complex simulation scenarios without performance degradation.
A&M SIM’s founding team brings decades of combined experience from leading OEMs, Tier-1 suppliers, and research institutions. We build simulation technology that meets real industrial needs.
Our platform supports both offline and real-time connections with physical ECUs, sensor rigs, and AI-based perception modules.
Unlike traditional simulation providers, A&M SIM focuses on combining real-time determinism, multi-sensor realism, and hardware connectivity in one compact system. Below is a simplified comparison based on our benchmarking results.
| Feature | A&M SIM | Typical Competitors |
|---|---|---|
| Vehicle Dynamics Accuracy | 97–99% (validated) | 85–90% |
| Real-Time Performance | 60+ FPS synchronized multi-node | Variable / limited to single node |
| Hardware Integration | Full HIL with CAN, Ethernet, GMSL, UDP | Limited to software-in-loop |
| UE5 Rendering | Native, custom plugins | Partial or pre-rendered |
| Cost-to-Performance Ratio | 1× baseline (high value) | 5–10× higher cost |
| Team Background | OEM & Tier-1 simulation experts | General software background |
A&M SIM actively collaborates with academic institutions, industrial partners, and sensor/AI vendors to deliver end-to-end simulation ecosystems. We provide open APIs and modular interfaces for flexible integration.