Off-The-Shelf

A growing list of AI training assets.

Off-the-shelf (OTS) AI training datasets that are scarce, sensitive, and increasingly necessary for critical domains. Ready for immediate model training, fine-tuning, evaluation, and refined-tuning without commissioning a custom collection. 

Explore

Full provenance package ✓

Origin, authenticity, legal consent, and more.

Refined-Tuning Instructions ✓

Same tokens, new lift.

Exclusive operational control ✓

Controlled, versioned, and updated data.

Off-The-Shelf

Roadmap

Aerospace planned

Cybersecurity in-dev

Industrial planned

Medicine live Oct

Pharmaceutical live Oct

About

What you receive
  • Deliver training-ready formats (JSONL, Parquet, structured + text pairs, trajectory sequences).
  • Versioned seed files (CSV for working copies; JSONL for SFT packaging as the catalog grows)
  • Schema and data card (lineage, GOLD version, prompt version, review status)
  • Documented field dictionary and review rules
  • Sample pack first; full package after executed license and payment
Full provenance package
  • Real seed sources (anonymized)
  • Generation pipeline description
  • Conditioning knowledge used
  • Mixing ratios
  • Quality reports
  • Statistical comparisons
  • Uplift benchmarks
Quality controls buyers can inspect
  • Stable identifiers intended for updates
  • Feature extraction with confidence tags
  • Hybrid tagging: inferred: none vs listed added details
  • Review statuses: pending / accepted / edited / rejected / repurposed
  • Quarantine, rejected, and duplicate holding areas so discarded rows are not silently deleted
  • Statistical fidelity, Utility, model uplift
  • Additional checks include but are not limited to: adversarial robustness, absence of leakage, consistency, etc.
  • Versioning and refresh mechanism (new synthetic variants or updated real seeds to combat concept drift).

Questions

Why isn’t this on a public marketplace?

Because the value is in controlled, versioned, reviewed data. Open listing of the full set would undercut buyers who need exclusive operational control and would expose the asset.

Can we train commercial models on it?

That is a license question. Commercial training rights are granted only under a commercial data license—not by downloading a teaser.

Do you offer research licenses?

Yes, typically with tighter use (internal research / publication with citation, no product embedding of the raw files). Ask when you request access.

Will the data update when source data change?

When applicable, the identity layer is built for that. Update cadence is a product decision and will be stated per release, not implied as real-time sync. 

Can we see pricing?

Quote after scope (pilot slice vs full SKU, research vs commercial, updates). No public “add to cart” for the full set.

Not permitted
  • Redistribution or resale of the raw dataset.
  • Public posting of the files.
  • Claiming the data is a substitute for model judgment or legal compliance.

Request access.

The full data products are licensed, not listed for open download. Let us know who you are and drop us a message.