Real Data Catalog

Curated real-world datasets,
privacy guaranteed

Access thousands of ethically sourced, compliance-ready real datasets — cleaned, annotated, and ready to supercharge your models alongside synthetic generation.

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8.4B+
Real data points
1,200+
Curated datasets
94
Languages covered
100%
Compliance verified
Dataset Catalog

Explore real-world data

Every dataset is ethically sourced, rigorously cleaned, and fully annotated for immediate use.

Text42 GB · 180M rows
MultiLang Conversation Corpus
Real human conversations across 40+ languages from customer support, forums, and chat logs — anonymized and PDPA-compliant.
NLPMultilingualChatPDPA
CC BY 4.0Request
Image780 GB · 12M images
Urban Scene Vision Pack
Annotated street-level imagery from 200+ cities — bounding boxes, segmentation masks, and depth maps included.
Computer VisionSegmentationUrban
CommercialRequest
Tabular18 GB · 90M records
Financial Transactions Dataset
De-identified banking and payment records with fraud labels — ideal for risk modeling and anomaly detection.
FinanceFraudAnonymized
EnterpriseRequest
Audio210 GB · 4.5M clips
Global Speech Recognition Set
Speaker-diverse, environment-varied voice recordings across 60 languages with phoneme-level transcriptions.
ASRSpeechMultilingual
ResearchRequest
Image320 GB · 6M scans
Medical Imaging Archive
HIPAA-compliant de-identified radiological scans (X-ray, MRI, CT) with radiologist annotations across 30+ conditions.
HealthcareHIPAARadiology
IRB ApprovedRequest
Multimodal1.1 TB · 2M pairs
Image–Caption Alignment Set
Matched image-text pairs with fine-grained human captions — built for vision-language model training and CLIP-style alignment.
VLMCaptionCLIPRLHF
CommercialRequest
Our Process

How we curate real data

Every dataset passes a rigorous 5-stage pipeline before reaching your team.

01
Source Vetting
Ethical provenance checks — licensing, consent, and collection method review.
02
Anonymization
PII removal, differential privacy, and k-anonymity enforcement.
03
Cleaning
Deduplication, noise removal, and format normalization at scale.
04
Annotation
Human-in-the-loop labeling with expert review and inter-annotator agreement checks.
05
Quality Report
Full distribution analysis, bias audit, and quality score delivered with every dataset.
Compliance PDPAHIPAACCPASOC 2 Type IIISO 27001IRB Certified
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Tell us your use case and we'll match you with the best datasets from our catalog — or build a custom collection.

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