Real-world data
infrastructure for
industrial AI and robotics.
Integral Machines designs, deploys and operates standardized edge recording systems that capture, timestamp and structure visual, machine and robot data in real environments, ready for training, evaluation and deployment.
RGB · Depth · Robot State · Force/Torque · PLC · Industrial Sensors
From physical environments to training-ready data.
Collecting useful data inside factories, warehouses and robotic workcells requires hardware integration, synchronization, monitoring and quality control. We handle the complete workflow, from capture-system design and deployment to structured dataset delivery.
What we provide
Managed data acquisition, model development and capture infrastructure for teams building systems that operate in the physical world.
We design, deploy and operate capture systems inside factories, warehouses and other real environments.
We capture synchronized robot observations, states and actions for teleoperation, imitation learning and policy development.
We develop and evaluate task-specific perception and robotics models using the data collected.
License the same recorder software, device management and standardized data schema used across our managed deployments. Configurable for different cameras, robots, sensors, storage systems and downstream pipelines.
One synchronized data layer
Every stream the task depends on, captured together and aligned to a common clock.
Each recording session follows a consistent structure for timestamps, metadata, file organization, validation and delivery.
Capture configurations are designed around the target task, environment and model, not around a fixed hardware package.
Built for real-world AI development
Collect representative industrial data for detection, segmentation, tracking and process understanding.
Record existing human workflows before robotic hardware or teleoperation infrastructure is available.
Capture synchronized teleoperation sessions and robot trajectories for imitation learning and policy development.
Collect production examples, rare events and failure cases from deployed systems to improve models over time.
Built for robotics companies, industrial AI teams, systems integrators, manufacturers and logistics operators.
We are particularly useful when the required data exists in a physical environment that is expensive, difficult or impractical to reproduce in a lab.
From requirement to usable dataset
We define the task, downstream model, operating environment, required modalities and delivery format.
We configure the hardware, software, synchronization and installation workflow.
Data collection is monitored and quality-controlled against the agreed requirements.
Data is structured, documented and delivered into the customer's training or development pipeline.
Engagements can begin with a focused managed pilot and expand into ongoing collection or internally operated capture infrastructure.
Data acquisition designed around the model
One partner across capture design, deployment, synchronization, QA and delivery.
Systems designed for operating factories, warehouses and robotic workcells, not only laboratory conditions.
Data structured around downstream model requirements rather than simply recorded and handed over.
What data does your system need from the real world?
Tell us what you are building, the environment it operates in and the data you need. We will help define the fastest path to a standardized, usable dataset.
Prefer email? contact [at] integralmachines.com