Data Collection & Enrichment

First-person image and video for embodied AI, robotics, and computer vision - captured to your scenario, actions, and environment.

What we do​

Create - custom collection

  1. Net-new image, video, audio, text, and behavioral data.
  2. Captured to your scenario and geography.
  3. Defined volume, device, and output format.
  4. Structured delivery with per-item metadata.

Enrich - dataset preparation

  1. Work from raw, licensed, off-the-shelf, or client-owned data.
  2. Clean, filter, deduplicate, and structure.
  3. Add verified attributes, labels, and metadata.
  4. Prepared against your schema and quality thresholds.

Who it is for

Robotics & embodied AI

Manipulation policies, imitation learning, and navigation. First-person capture of real tasks in real environments.

AI labs & foundation models

Pretraining and world model data. Multimodal video, audio, and text at collection scale.

Computer vision teams

Detection, action recognition, and scene understanding across varied lighting, environments, and camera angles.

Speech & audio teams

ASR, diarization, and voice collection. Ambient and task-driven audio across languages and acoustic conditions.

Search & recommendation

Relevance rating, ranking, and query intent. Human judgment against your rubric and quality thresholds.

Autonomous systems

Perception data for obstacle, event, and traffic scenario coverage. Street-level and indoor capture.

How it works

1

Define the spec

First-person household video across kitchens, bedrooms, bathrooms, living areas, garages, and gardens. Real people complete cooking, cleaning, laundry, sewing, repair, tool use, gardening, and everyday object-handling tasks for embodied AI and imitation learning.


2

Deploy the network

First-person capture on factory floors, workshops, and production lines. Covers assembly, inspection, machine operation, tool handling, maintenance, repair, safety procedures, and repeatable step-based workflows for industrial robotics and computer vision.


3

Automated integrity checks

First-person warehouse and logistics activity across receiving, storage, picking, packing, sorting, scanning, pallet handling, loading, and inventory checks. Built for robotic manipulation, workflow recognition, navigation, and human-object interaction models.


4

Human verification

First-person activity across offices, hospitality venues, service environments, and other commercial spaces. Covers equipment setup, cleaning, stock handling, food preparation, maintenance, customer service, and repeatable workplace procedures.


5

Expert audit

In-store activity from shopper and staff perspectives. Includes shelf browsing, product selection, basket handling, restocking, price checking, barcode scanning, checkout, returns, and customer interactions for retail computer vision and behaviour analysis.


6

Structured delivery

Street-level first-person movement through public and outdoor environments. Covers walking, wayfinding, road crossing, obstacle avoidance, cycling, bike maintenance, public transport use, and interaction with signs, pathways, and changing terrain.


Modalities Image, video, audio, text, behavioral data
Capture device Smartphone – head-mounted, chest-mounted, or handheld
Resolution 1080p / 30fps standard; up to 4K / 60fps on capable devices
Video format MP4 / H.264
Audio Ambient sound and voice captured where the task requires it
Annotations Scene, location, lighting, and motion metadata as standard. Activity and sub-step labels, object inventory, and interaction events on request.
Output formats JSON, CSV, COCO, XML, Parquet – API push or direct export
Volume Scaled to your project – from pilot batch to ongoing collection
Licensing Project-based or exclusive. Rights and provenance defined upfront
Delivery Existing datasets shared on request; new collection scoped to your project, delivered in days to weeks depending on volume and complexity.
Pricing Priced per hour of data, based on industry, scope, and technical requirements. No seat licenses, no retainers.

Define your dataset. See a sample first.

Tell us what you need collected or enriched. We scope it and share samples before you commit.

FAQ

Both. We collect net-new data to spec, and we prepare or enrich datasets you already hold. You can start a project from zero or bring existing data for cleaning, structuring, and enrichment - the same network handles either path.
Image, video, audio, text, and behavioral data across defined environments and scenarios. Tasks are scoped to what a distributed network can complete reliably - everyday actions and real-world scenes, not lab-controlled capture. Tell us the scenario and we will confirm whether it fits the network before you commit.
Yes, for straightforward tasks - bounding boxes, classification, transcription, and tagging. Collection and annotation run on the same network, so you can order both in one engagement and receive the dataset training-ready. Complex or specialist annotation is scoped case by case.
Yes. We clean, filter, structure, and enrich raw, licensed, off-the-shelf, or client-owned datasets against your schema. This is the faster path when you already hold data but need it standardized, labeled, or brought up to your quality threshold.
A verified network of 18 M+ contributors across 150+ countries, concentrated in Asia, Latin America, and Africa. This gives you demographic and environmental diversity that a single-market collection cannot, and coverage is scoped to your target markets before a project starts.
Human in the loop on every batch. 2-3 contributors cross-check each item, with automated integrity checks on format and completeness running before human review. Senior Acquirox reviewers set the golden standard on flagged and edge-case items, so quality holds as volume scales.
Real. Every item is produced by a verified contributor, not automated or synthetic. That means no scraped web data and no generated samples - the provenance of every item is documented and traceable.
Defined upfront. Project-based or exclusive licensing, with documented provenance and contributor consent. You know exactly what rights you hold before collection begins, and the terms are set in writing.
JSON, CSV, COCO, XML, or Parquet, via API push or direct export. We match your existing pipeline, so the dataset arrives ready to use without reformatting on your end.
Priced per hour of data. The rate depends on exclusivity, technical requirements, capture device, and scenario complexity. No seat licenses, no retainers - you pay for the data delivered, and we return a scope-based quote against your brief.
Existing datasets on request; new collection in days to weeks, scoped to volume and complexity. We confirm a realistic timeline against your spec before the project starts, and share sample batches as collection runs so you can review early.

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