Datasets and Data Pipelines
Ready-to-deploy data across speech, text, image, and video.
Beyond one-time deliveries: most clients run with us as an ongoing data pipeline — recurring collection, labeling, QA, and refresh cycles tied to model feedback.
100,000 De-identified Dating-App Profiles
100,000 de-identified dating-app profiles with free-text bios and structured attributes.
Kubota Equipment & Parts Catalog
Full Kubota tractors, mowers, and utility-vehicle catalog with specs, parts, and listing imagery.
John Deere Parts Catalog
Normalized John Deere parts catalog with fitment, supersession chains, and pricing snapshots.
HLSM Parts Catalog
Heavy and light specialty machinery parts dataset across 40+ OEM brands.
Protex Brake Parts Catalog
Protex brake and chassis parts catalog with fitment and dealer pricing.
100,000 Hours of Business Meeting Transcripts
100,000 hours of consented business meeting audio with verbatim transcripts and speaker labels.
Lumens Lighting Product Catalog
Indoor and outdoor lighting product catalog with photometric data and listing imagery.
Canadian Cannabis Retail Prices Feed
Provincial cannabis product prices across Canada, refreshed weekly with category and potency breakdowns.
Global Airline Fare Prices Feed
Real-time global airfare data feed covering 600+ carriers and 12,000+ city-pair routes.
Need a custom slice?
Tell us your language ratio, domain coverage, or quality bar — we'll cut a custom dataset from the catalog or collect from scratch.
Why off-the-shelf datasets
Clear copyright
Every asset ships with documented licensing and ready-to-audit provenance.
Security
Properly authorized and PII-safe — secure to deploy in production.
Professional
Designed and produced by AI data experts, not crowdsourced shortcuts.
Diversity
Collected from real, multi-region scenes — not just clean studio captures.
Cost-effective
Far cheaper than collecting tailored data from scratch for the same coverage.
Efficiency
Ready-to-go — most catalog items deliver in days, not months.
Schema-ready
Datasets ship in standard formats and clean schemas — no preprocessing required before training.
Continuously refreshed
Most catalog items receive scheduled refreshes so the data you train on stays current.
Frequently asked questions
Off-the-shelf items ship within 7 days. Custom or tailored slices typically take 2 weeks to 3 months depending on complexity.
Absolutely. Tell us your specs and we will source, collect, label, and QA it End-to-End.
Standard formats per modality — JSON / JSONL / Parquet for text and tabular, COCO / YOLO / Pascal VOC for vision, WAV / FLAC + transcript JSON for audio. We can also deliver to a custom schema you provide.
Encrypted transfer to your cloud bucket (S3, GCS, Azure Blob), SFTP, or a signed download link — whichever fits your security policy. Larger archives are split into versioned shards.
Yes. Every dataset has a free representative sample so your team can validate quality and schema before committing.
Yes. Most catalog items can be re-labeled or augmented — bounding boxes, segmentation masks, additional attributes, multi-rater consensus — billed as a focused add-on.
Text and speech datasets are available across 40+ languages with native-speaker reviewers; image and video catalogs are demographically balanced across the regions documented in each dataset card.