Real-World Multimodal AI Datasets

Real-World Data for the Next Generation of AI

Consented images, videos and real-world datasets collected around the requirements of AI, computer vision, robotics, identity, autonomous systems and multimodal AI companies.

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From collection planning and participant recruitment to annotation, quality control, privacy review and delivery, we build data programs around your model requirements.

Incozent AI Data Infrastructure & Multimodal Pipeline
Multimodal Pipelines
Vision • Biometrics • Lidar
99.8% Quality Checked
GDPR & Consent Compliant
What We Do

Real-World Data Infrastructure for AI

  • Design collection programs around model requirements
  • Coordinate participants, environments, devices and activities
  • Deliver curated, annotated and quality-controlled datasets
View the Full Workflow
Capabilities

Data Capabilities

Custom collection programs designed around the requirements of your model.

Why Teams Work With Us

Built for AI Teams That Need Real-World Data

Data Does Not Match the Model

Public datasets may not reflect the customer's target users, devices, geography or environment.

Sensitive Data Requires Careful Planning

Facial, biometric and human data require defined purposes, consent processes and controlled handling.

Operational Complexity Slows Projects

Recruitment, collection, metadata, annotation and quality control must work together.

Large Projects Should Not Start With Guesswork

A pilot helps customers validate the methodology before scaling.

Featured Solutions

Priority Data Programs

Also Available

Autonomous Driving Data

Real-world driving and road-environment data for perception, planning and driver-monitoring systems.

Discuss Driving Data
High-Value Capability

Custom Facial & Biometric Data Collection

We can design participant-based collection programs around customer-defined requirements, including capture conditions, devices, activities, demographic targets, consent procedures and delivery specifications.

Custom collection is available based on project requirements. No public biometric upload is required through this website.
Discuss Facial Data Collection
Who We Serve

Industry Applications

Geography

India-First Real-World Data Collection

India offers a broad range of demographic, cultural, environmental, urban, rural, mobility and device conditions. We are building collection capabilities around customer-defined requirements in India, with future expansion designed into the operating model.

ApproachCustomer-defined project specifications
Coverage ModelIndia-first, built for future expansion
ValidationEvery scaled project begins with a pilot
Process

How It Works

View the Full Workflow

Data Quality

  • Collection validation
  • Data completeness checks
  • Duplicate detection
  • Annotation review
  • Metadata validation
  • Final delivery review
Learn About Data Quality

Privacy and Consent

  • Defined purpose
  • Participant consent
  • Data minimization
  • Access control
  • Retention & deletion rules
  • Project-specific privacy review
Read Our Privacy Approach
Reduce Risk

Validate Before You Scale

Start with a small pilot to evaluate collection methodology, participant handling, metadata, annotation, quality control and delivery format before expanding the project.

Start a Pilot

Tell Us What Data Your AI System Needs

Share your technical requirements and we will help determine the appropriate collection approach.

Request a Dataset Start a Pilot