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Dataset Development

From raw collection to pristine, model-ready datasets. We handle annotation, synthetic generation, augmentation and rigorous quality assessment so your models learn from the best possible data.

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Dataset Development

What's included

A full menu of capabilities under dataset development. Mix and match to fit your project.

Image & Video Annotation

Bounding boxes, segmentation masks, keypoints, polygons.

Text Annotation

NER, intent, sentiment, classification, span labelling.

Audio & Speech Labelling

Transcription, speaker diarization, event tagging.

3D Point Cloud / LiDAR

Cuboid and semantic labelling for autonomous & robotics.

Synthetic Data Generation

GAN, diffusion and procedural pipelines for rare cases.

Data Augmentation

Programmatic pipelines to multiply and balance datasets.

Quality Assessment

Inter-annotator agreement, audits, error analysis.

Active Learning

Label only what matters — cut labelling cost dramatically.

Data Collection & Sourcing

Crawling, licensing, and compliant data acquisition.

Versioning & Lineage

DVC-backed dataset versioning and full traceability.

PII Scrubbing & Compliance

GDPR/CCPA-safe anonymisation and governance.

Benchmark Creation

Custom eval sets and leaderboards for your domain.

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Ready to start with Dataset Development?

Book a free consultation — tell us your goal and we'll map the fastest path to a working model.

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