Data Collection & Enrichment

New image, video, audio, text, and behavioral data, collected to your scenario, actions, and environment. Or start from data you already hold - we clean, structure, and enrich it against your schema. Either path returns model-ready output, without your team building the pipeline.

Talk to an expert

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.

Voice & speech teams

ASR, diarization, and voice collection. Scripted and spontaneous speech across languages, accents, and recording 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

Define the spec

Subject matter, scenario, modality, output format, and quality thresholds, agreed with your team upfront. We map edge cases and acceptance criteria before anything runs, so the output matches what your model actually needs.

We deploy the network

Task 18M+ verified contributors across 150+ countries to collect new data or prepare data you already hold. You do nothing operational - we handle sourcing, briefing, and coordination, and scale contributor count to your volume and timeline.

Automated integrity checks

Format, resolution, framing, and completeness validated on every submission before human review. Anything malformed or off-spec is caught and rejected at intake, so reviewers only spend time on genuine edge cases.

Human verification

2-3 contributors cross-verify each item against your spec, with disagreements resolved against golden-set benchmarks. This keeps labeling consistent across contributors and holds accuracy steady as volume scales.

Expert audit

Senior Acquirox leads review flagged and edge-case items, with optional preference scoring for RLHF value. They set the golden standard the wider network is measured against, so quality does not drift over a long project.

Structured delivery

Model-ready output with documented provenance and spec-matched metadata, exported straight to your pipeline. Delivered in the format and structure you specified at the start, ready to use without cleanup or reformatting on your end.

Capture and delivery specs

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.

Request a sample

FAQ

Both. We collect 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 18M+ 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.

Where verified human action meets measurable output

Linkedin

[email protected]

Solutions

AI Data

App Growth

Social Growth

Research Panel

Data Solutions

Data Collection

Egocentric Datasets

Company

About us

How it works

Contact

Privacy policy

© 2026 Acquirox. All rights reserved.