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Real factory work, captured and labeled for robots.

Neorealm records consented factory floor activity in India, labels it in house, and deploys beta Physical AI models back onto live production lines.

Initiate a Pilot

The challenge

Robots can’t learn factory work from lab demos.

  1. ( 1 )

    Access is the bottleneck.

    Real factory floors are hard to enter, and harder to record with permission.

  2. ( 2 )

    Raw video isn’t training data.

    Footage needs structure, labels and quality checks before a model can use it.

  3. ( 3 )

    Consent has to be real.

    Workers and factories must agree in writing, or the data can’t be trusted or used.

Our story

Building the Bridge Between Industrial Reality and Autonomous AI.

Neorealm was founded on a core first principles insight: advanced robotics and physical AI models cannot mature inside simulated lab environments. They require real world friction, complex interaction between people and machines, and high fidelity industrial telemetry.

Operating from our strategic hub in Bengaluru and expanding globally, we combine decades of enterprise technology execution with elite access on the ground to industrial partner networks. We handle the complex compliance, worker consent, and physical infrastructure layer so that robotics pioneers can focus entirely on model intelligence.

How it works

From Shop Floor to Edge Deployment in Three Steps.

  1. Step 1

    Secure Ingestion & Access

    We establish verified operational partnerships with heavy industrial manufacturing plants, securing absolute legal compliance and worker consent.

  2. Step 2

    Precision Annotation

    Our in house data engineering teams process multimodal video, LiDAR, and sensor streams into rigorous training sets, ready for your models.

  3. Step 3

    Beta Validation & Deployment

    When models reach maturity, we act as your trusted deployment partner, integrating and testing physical AI systems directly onto active production floors under real world conditions.

  1. Factories

    • Written agreements
    • Worker consent
    • Real tasks

  2. Neorealm

    • On site collection to your spec
    • In house data labeling
    • QA review and structured delivery
    • On site beta model deployment

  3. Robotics teams

    • Labeled datasets
    • Your annotation schema
    • Live factory beta validation
    • Feedback for next round
Fig. 02. You bring the models and the spec. We bring the floor, the labeled data, and the live beta deployment.

Factory floor

Inside the Active Industrial Cell.

Every workstation tells a story of human dexterity and spatial problem solving. Our deployed hardware clusters capture high frequency kinematics across assembly, folding, sorting, and quality control cells. By mapping every hand movement, tool interaction, and material transfer into multilayered semantic data (L0 to L3), we provide your AI models with the uncompromised ground truth training data they need to operate safely in the physical world.

Field deployment

From training set to live beta on the line.

  1. ( 1 )

    Shadow Mode Testing

    Run your Physical AI policies alongside human operators to benchmark accuracy with zero line downtime.

  2. ( 2 )

    Managed Beta Rollouts

    We handle hardware setup, local compliance, and floor supervision across partner factories in India.

  3. ( 3 )

    Continuous Edge Feedback

    Capture failure modes and edge cases from live beta runs to retrain your next model version.

Data services

Enterprise Grade Data Engineering and Annotation.

We provide comprehensive, turnkey data services built specifically for spatial computing and robotics teams:

  • Multimodal Sensor FusionSynchronized ingestion across RGB-D, stereo vision, LiDAR point clouds, and machine IoT logs.
  • Advanced Spatial Annotation3D bounding cuboids, semantic instance segmentation, and continuous temporal tracking.
  • Uncompromising Security & SovereigntyFull intellectual property protection, air gapped processing options, and audit ready data lineage.

  • 01Hand keypoints

    21 points per hand

  • 02Work steps

    Step by step timeline

  • 03Parts on a conveyor

    IDs, trails, counts

  • 04Bench depth

    Distance to hands + parts

  • 05Garment pieces

    Polygon mask per piece

  • 06First person view

    Hands + gaze

  • 07Every angle of a station

    4 cameras, one clock

  • 08Worker paths

    Floor plan + dwell

  • 09Quality gate

    Pass / return per clip

What we do

Everything between the factory gate and your dataset.

Industries

Where we can arrange access.

Each factory is confirmed in writing before recording begins.

How a pilot works

Four steps, one factory, no long commitment.

  1. Step 1

    Intro call

    You tell us the tasks and environments you need.

  2. Step 2

    Spec and equipment

    You share the capture requirements and labeling schema.

  3. Step 3

    Record and label

    One factory, consent first, labeled and reviewed.

  4. Step 4

    Review

    You check the data, then decide whether to scale.

FAQ

Frequently asked.

What does Neorealm do?

We secure access to industrial shop floors in India, capture multimodal telemetry to your exact specifications, perform high precision in house annotation, and partner with you to deploy and distribute production grade Physical AI models directly onto active lines.

Do you provide the cameras?

Typically, your team provides the specialized sensor rigs and capture equipment. Our on site engineering teams handle professional installation, manage continuous recording sessions, ensure strict data compliance, and stream secure telemetry back for annotation and beta deployment.

Who owns the data?

You retain absolute intellectual property rights over your custom datasets, fine tuned weights, and model outputs. Every project is governed by strict legal frameworks signed upfront ensuring total data sovereignty, worker consent, and enterprise grade confidentiality.

How do we start?

We initiate engagements through a controlled pilot at a single factory. Connect with our engineering leadership to outline your target tasks and environment requirements, and we will schedule an initial scoping session.

Contact

Initiate Your Physical AI Pilot.

Ready to secure high fidelity training data or deploy your autonomous systems onto a live industrial floor? Connect directly with our engineering leadership to scope your requirements.

Connect with Neorealm AI

Select the partnership track that best describes your organization.

For AI Builders & Robotics TeamsSource real world datasets, human in the loop labeling, or physical robot deployment pipelines.
Primary need (select all that apply) *

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For Data & Environment ProvidersMonetize proprietary sensor data, facility access, or fleet telemetry for Physical AI training.
What can you provide? *

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