OFFLENS DATA

OFFLENS DATA

Egocentric data Infrastructure For robotics and physical AI.

Egocentric data Infrastructure For robotics and physical AI.

We operate large-scale egocentric data programs inside live manufacturing environments across India, and deliver validated, training-ready datasets to teams building robot foundation models.

We operate large-scale egocentric data programs inside live manufacturing environments across India, and deliver validated, training-ready datasets to teams building robot foundation models.

Start with one project. No pressure.

250+

250+

Industrial Sectors

Industrial Sectors

8hr

8hr

Hours/day Capture Capacity

Hours/day Capture Capacity

Top 1%

Top 1%

Partner Facilities

Partner Facilities

Why industrial egocentric data

Robots learn from how people work. Most industrial work has never been captured.

Robots learn from how people work. Most industrial work has never been captured.

Robots learn from how people work. Most industrial work has never been captured.

Foundation models for robotics are pretrained on first-person human demonstrations. Public datasets are dominated by household and lab settings. The environments where robots will be deployed first, production lines and industrial workflows, remain largely unrecorded.

Foundation models for robotics are pretrained on first-person human demonstrations. Public datasets are dominated by household and lab settings. The environments where robots will be deployed first, production lines and industrial workflows, remain largely unrecorded.

Foundation models for robotics are pretrained on first-person human demonstrations. Public datasets are dominated by household and lab settings. The environments where robots will be deployed first, production lines and industrial workflows, remain largely unrecorded.

OffLens Data closes that gap. We capture skilled industrial work as it happens, across full production cycles, in the environments your models will operate in.

OffLens Data closes that gap. We capture skilled industrial work as it happens, across full production cycles, in the environments your models will operate in.

OffLens Data closes that gap. We capture skilled industrial work as it happens, across full production cycles, in the environments your models will operate in.

WHAT WE CAPTURE

WHAT WE CAPTURE

Long-horizon, task-diverse industrial data.

Long-horizon, task-diverse industrial data.

Long-horizon, task-diverse industrial data.

Manipulation-Dense Work

Assembly, fastening, stitching, sorting and packing: continuous hand-object interaction across thousands of repetitions and variations.

Full workflows, not clips

Complete shift-length recordings that preserve task sequences, transitions, recoveries and errors, the structure models need to learn long-horizon behaviour.

Operational Diversity

Multiple operations, product lines and facility layouts per program, across 25+ industrial sectors.

Structured Delivery

Synchronised streams with session metadata (facility, operation, operator, duration, capture settings), delivered in your required format.

How a program runs

From Specification To Delivery, Operated End To End.

From Specification To Delivery, Operated End To End.

From Specification To Delivery, Operated End To End.

1

Specification

We align on target tasks, environments, hardware, volume and delivery format.

2

Site Activation

We match your specification to facilities in our network, secure access and onboard participating workers.

3

Capture

Our field teams deploy and operate capture rigs across full production shifts, with on-site supervision.

4

Quality Assurance

Every hour is reviewed for continuity, framing and completeness before it enters a delivery.

5

Delivery

Validated data ships on an agreed cadence, with metadata and QA reports for each batch.

Validated hours

You Pay For Usable Data, Not Recorded Data.

You Pay For Usable Data, Not Recorded Data.

You Pay For Usable Data, Not Recorded Data.

Raw capture always contains gaps: obstructed views, rig faults, idle time. We run hour-level QA before delivery and bill only on hours that pass your acceptance criteria. Our incentives stay aligned with your model's needs.

Raw capture always contains gaps: obstructed views, rig faults, idle time. We run hour-level QA before delivery and bill only on hours that pass your acceptance criteria. Our incentives stay aligned with your model's needs.

FLEXIBLE WAYS TO WORK TOGETHER

FLEXIBLE WAYS TO WORK TOGETHER

Deployment
Options

Deployment
Options

Deployment
Options

Your Hardware, Our Operations

We deploy and operate your capture rigs to your protocols.

Fully Managed

We supply hardware, run capture and deliver to spec.

Custom Programs

Targeted collection for specific tasks, sectors or edge cases your models struggle with.

RESPONSIBLE COLLECTION

RESPONSIBLE COLLECTION

Consent and Privacy,
Built into Every Program.

Consent and Privacy,
Built into Every Program.

Consent and Privacy,
Built into Every Program.

  • Informed, individual consent from every participating worker, not routed through facility management

    Fair compensation for workers and partner facilities

    Fair compensation for workers and partner facilities

    Face and screen redaction before delivery

    Clear data licensing and provenance for every dataset

    Collection practices aligned with India’s Digital Personal Data Protection Act

  • Informed, individual consent from every participating worker, not routed through facility management

    Fair compensation for workers and partner facilities

    Fair compensation for workers and partner facilities

    Face and screen redaction before delivery

    Clear data licensing and provenance for every dataset

    Collection practices aligned with India’s Digital Personal Data Protection Act

Who we work with.

Who we work with.

Who we work with.

Robotics & humanoid companies

Building manipulation and general-purpose robots

Foundation Model Labs

Pretraining vision-language-action and world models

Data Providers

Who need industrial supply and capacity in India

Engagement Models

Engagement Models

Engagement Models

Pilot

A defined-scope program to validate quality, format and fit before scaling

Program

Multi-month, high-volume collection against a fixed specification

Partnership

Ongoing capacity for data providers, delivered under your program

FAQ

FAQ

Questions agency owners ask us

Questions agency owners ask us

Questions agency owners ask us

What is egocentric data?

What is egocentric data?

Can you use our hardware and protocols?

Can you use our hardware and protocols?

How is pricing structured?

How is pricing structured?

What formats do you deliver in?

What formats do you deliver in?

How quickly can a pilot start?

How quickly can a pilot start?

Building a robot learning Program?

Building a robot learning Program?

Building a robot learning Program?

Send us your specification. We'll share sample data and a program plan.

Send us your specification. We'll share sample data and a program plan.

“Their pricing is fair, their communication is excellent, and their reliability is unmatched. I trust them completely. If you’re thinking of outsourcing some of your digital marketing, Offlens is the company you want to use.”

“Their pricing is fair, their communication is excellent, and their reliability is unmatched. I trust them completely. If you’re thinking of outsourcing some of your digital marketing, Offlens is the company you want to use.”

— Adam Brown, Owner, NewMatter

— Adam Brown, Owner, NewMatter

Still not sure? Book a Clarity Call

Still not sure? Book a Clarity Call

Arushi Gupta

Co-Founder

☎️

30-minute call

30-minute call

🔎

Clear thinking on next steps

Clear thinking on next steps

?

What's working, and what's not

What's working, and what's not

💬

Honest, no pressure advice

Honest, no pressure advice

🪄

An outside perspective

An outside perspective

for Free

for Free

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