Unlock Smarter, Safer, and Faster with AI-Powered Real-World Simulation!
Accelerate the development, testing, and deployment of autonomous robots in hyper-realistic virtual environments blending cutting-edge AI, photorealistic graphics, and precise physics simulations to ensure safety, scalability, and reliability in real-world missions.
Overview
We help robotics teams, R&D departments, and industrial innovators rapidly develop and deploy autonomous systems using high-fidelity simulation solutions. Built on Unreal Engine and NVIDIA Omniverse, our simulations provide a secure, repeatable, and data-driven environment for testing and validation.
Our solutions support robotics manufacturers, automotive R&D, logistics automation, defense, and healthcare sectors. We enable faster prototyping, advanced perception validation, and mission-ready deployment by testing autonomous ground vehicles, drones, and industrial robots in realistic simulated environments.
Simulate real-world physics, dynamic obstacles, and environmental factors to accurately model scenarios robots will encounter. From urban to hazardous terrains, our simulations prepare robots for the complexities of real-world missions.
With AirGen-powered data pipelines and GRID-scale simulation, generate domain-rich datasets at scale for your form factor of choice—by integrating realistic objects, equipping a variety of sensors, and varying weather and environmental conditions. Parallelize over multiple machines, capturing camera, LiDAR, and rich ground truth data for comprehensive robot training datasets.
Key Features of Robotics Simulation & Solutions
Hyper-Realistic 3D Environments with Real-World Data Integration
- Create visually rich, complex 3D worlds with dynamic lighting, physics, and interactive elements.
- Simulate urban, industrial, agricultural, and hazardous environments with OSM, GIS, and digital twin data.
- Integrate dynamic obstacles, human avatars, weather conditions, and environmental hazards.
- Support real-time scenario changes for prototyping and stress-testing.
Robotics Intelligence
- AI model integration for vision, motion planning, and actuation
- Sensor fusion (LIDAR, RGB-D, IMU) with SLAM pipelines
- Foundation model support for perception and spatial reasoning
- LLM-based code generation for robotics behaviors and logic
- Multi-agent coordination and swarm intelligence
- Edge AI deployment via Jetson, Coral, or STM32
Physics-Accurate Robot Simulation
- Full physics-based simulation for ground, aerial, and underwater robots using Unreal’s physics engine and NVIDIA PhysX.
- Vehicle dynamics modeling (wheeled, legged, aerial) with ROS-Gazebo and PX4 integration.
- AirGen-based synthetic dataset creation for diverse training input
- GRID-style scalable simulation environments using Isaac Sim, Gazebo, AirSim
Sensor & Perception System Simulation
- Emulate multi-sensor payloads: LiDAR, RGB, IR, stereo cameras, radar, ultrasonic, IMU, GPS.
- Simulate sensor noise, distortions, and failure conditions.
- Train and validate perception algorithms with diverse environmental data.
- Seamlessly integrate with AI/ML model pipelines for computer vision validation.
Autonomous Systems Testing & Validation
- Run mission scenarios for autonomous ground vehicles (AGV), drones, and AMRs.
- Validate navigation, obstacle avoidance, SLAM, and decision-making algorithms.
- Simulate multi-agent and swarm behavior, fleet coordination, and collaborative robotics.
- Stress-test robots under unexpected conditions (sensor loss, actuator failures, environmental changes).
Multi-Robot & Team Simulation
- Enable coordinated multi-robot missions in shared environments.
- Train swarm control algorithms, task distribution, and fleet-level planning.
- Integrate AI agents for mission assistance, on-the-fly decision support, and dynamic re-tasking.
Real-Time Data Streaming & Performance Analytics
- Capture and visualize KPIs like task success rates, collision events, navigation accuracy, and resource usage.
- Generate automated test reports, system health dashboards, and behavioral analytics.
- Integrate with CI/CD pipelines for simulation-based automated testing.
Fail-Safe & Recovery Scenario Training
- Train and validate emergency protocols for robot malfunctions and mission disruptions.
- Simulate actuator failures, communication drops, GPS spoofing, and environmental hazards.
- Improve system resilience through continuous scenario-based testing.
Implementation Steps for Robotics Intelligence
Industries & Use Cases
Transforming Sectors Through Immersive Digital Experiences
Manufacturing & Automation
Robots optimize assembly, maintenance, and inspections to boost efficiency and precision.
Manufacturing & Industrial Automation
- Use Case: Autonomous robots for assembly lines, predictive maintenance, and quality inspection.
- Impact: Reduces downtime, improves precision, and enhances productivity.
Healthcare & Medical Robotics
Robotics assist in surgery, patient care, and rehabilitation for better outcomes.
Healthcare & Medical Robotics
- Use Case: Surgical robots, AI-powered patient assistance, rehabilitation robots.
- Impact: Enhances surgical accuracy, supports remote patient care, and aids in physical therapy.
Logistics & Supply Chain
Autonomous systems streamline warehousing, sorting, and deliveries…
Logistics & Supply Chain
- Use Case: Autonomous warehouse robots, robotic sorting, last-mile delivery drones.
- Impact: Increases efficiency, speeds up operations, and reduces manual errors.
Agriculture & Farming
Robots enhance planting, harvesting, and pest control for higher productivity…
Agriculture & Farming
- Use Case: Precision farming, automated harvesting, robotic weed control.
- Impact: Improves crop yield, optimizes resource use, and reduces labor dependency.
Security & Defense
AI and robotics strengthen surveillance, threat response, and safety operations…
Security & Defense
- Use Case: AI-powered surveillance, autonomous drones, robotic bomb disposal.
- Impact: Enhances security, reduces risks, and provides real-time threat detection.
Retail & E-Commerce
Automation improves inventory, customer service, and checkout experiences…
Retail & E-Commerce
- Use Case: Automated inventory management, in-store robotic assistants, AI-driven checkout systems.
- Impact: Reduces operational costs, improves customer experience, and streamlines supply chains.
Smart Cities & Infrastructure
AI manages traffic, waste, and infrastructure maintenance for smarter cities…
Smart Cities & Infrastructure
- Use Case: AI-driven traffic management, autonomous waste collection, robotic maintenance for infrastructure.
- Impact: Enhances urban efficiency, reduces congestion, and optimizes public services.
Energy & Utilities
Robots ensure safe inspections and maintenance, reducing downtime and risks…
Energy & Utilities
- Use Case: Robotic inspection for power plants, AI-driven predictive maintenance for grids.
- Impact: Improves safety, reduces outages, and enhances operational efficiency.
Aerospace & Space Exploration
Autonomous systems drive exploration, data collection, and mission safety…
Aerospace & Space Exploration
- Use Case: AI-powered space rovers, autonomous drones for planetary exploration.
- Impact: Enables deep-space missions, enhances data collection, and reduces human risk.
Why WalkingTree for Robotics Intelligence ?
Proven Expertise
With years of experience in delivering immersive simulation solutions across industries, we craft realistic, scalable, and interactive environments that mirror operational realities.
LLM-Powered Development
Boost speed and accuracy in robotics workflows with large language model-assisted coding and orchestration.
Edge + Cloud Architecture
Optimize robotic intelligence on-device, with seamless cloud integration for monitoring and retraining.
Domain-Aligned Solutions
Tailored stacks for warehousing, agriculture, manufacturing, and more—built to fit your goals.
Seamless Integration
We simulate multi-sensor environments—LiDAR, thermal, GPS—with custom controller support for seamless virtual-to-real training.
End-to-End Support & Innovation
We provide end-to-end support—from simulation to certification—ensuring clients continuously benefit from the latest technologies.
