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Images

Vision · IMG

Real-world photo data shot to your exact spec — selfies, household and outdoor environments, product shots, and document scans, across the demographics, devices, and lighting conditions your model is missing.

Selfie sets

Self-captured photo sets sourced across demographics and devices.

Environments

Indoor and outdoor environments captured across layouts and lighting.

Product images

Product photography shot to spec for cataloging, recognition, or e-commerce datasets.

Document scans

Document photos and scans captured under real-world lighting and handling conditions.

Explore image collection →   Explore image annotation →

Video

Motion · VID

Human activity and motion footage for vision and robotics models — gesture recordings, device interaction clips, and scenario-based scenes filmed by real people in real settings, not staged studio loops.

Activity recordings

Everyday and task-specific activities filmed in natural, unscripted settings.

Gesture sets

Hand and body gestures recorded for interaction and control models.

Device interaction

Hands-on interaction with real devices filmed for interaction models.

Scenario capture

A defined scenario filmed start to finish, exactly as it happens in the real world.

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Audio & Speech

Speech · AUD

Read and conversational speech, accent and dialect coverage, and ambient sound, recorded on the devices people actually use. Built for speech models that need to perform outside a clean studio mic.

Read speech

Read and scripted speech recorded across speakers, devices, and environments.

Conversational sets

Natural, unscripted conversation recorded for dialogue and speech models.

Accent coverage

Speech sourced across regional accents and dialects to support coverage and fairness testing.

Environmental sound

Background and environmental sound captured for noise-robust speech models.

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Text & NLP

Language · TXT

Handwriting samples, transcription work, structured survey response, and annotation tasks — reviewed by linguists, not just spell-checked, so labels hold up against your model's actual training pipeline.

Handwriting

Handwritten samples captured across styles and languages for OCR and recognition models.

Transcription

Speech or handwriting converted to accurate text for training and retrieval pipelines.

Surveys

Structured survey responses collected for language and preference datasets.

Annotation

Text labeled to your taxonomy — classification, entities, or relevance, depending on your task.

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Multimodal & Localization

Cross-modal · MULTI

Paired image-audio-text sets for models that need to reason across senses, plus region-specific localization projects for teams training across multiple markets and underrepresented languages at once.

Paired datasets

Datasets built for models that need to reason across two or more modalities at once.

Regional localization

Content adapted and validated for specific regional markets.

Low-resource languages

Data sourced in languages that are underrepresented in most existing datasets.

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Specialized Capture

Regulated · SPEC

Healthcare-adjacent, automotive, and AR/VR datasets that need protocol-level rigor — informed consent built into collection from day one, not bolted on after the fact for compliance review.

Healthcare-adjacent

Datasets adjacent to healthcare use cases, built with protocol-level consent from day one.

Automotive

Data captured for automotive and driver-assistance model training.

AR / VR

Data captured for augmented and virtual reality model training.

Consent-verified

Every participant's consent is documented and verifiable for the dataset delivered.

Explore field operations →   Explore robotics data →

Start a pilot

Tell us which data type and rough scope. We'll come back with a pilot plan within one business day.

No commitment — this just starts the conversation.

On every order

Every data type ships through the same QA bar.

Regardless of modality, nothing reaches you until it clears our full quality system — from contributor validation to client acceptance.