How We Work

How We Work

You need data, and you need it done right. 

1. You Recognize a Gap in Your Current Training Material

Maybe it’s bias. Maybe it’s provenance. Maybe you’ve realized that scraping the internet and calling it “training data” isn’t cutting it anymore.

You’re building something important, and the data behind it matters.

2. You Contact Us

Please use the form below to reach out. Take your time. Reach out when you’re ready, and tell us what you’re working on. Be as vague or as detailed as you’re comfortable with.

Your message comes directly to us, not a pipeline, not a CRM.

Please use your work email. Emails from Gmail, Hotmail, or other public email service accounts will go unanswered.

3. We Curate

If your project aligns, we’ll identify relevant collections, already digitized or in-progress, that match your goals.

  • Need historical, culturally specific training material?
  • Historical technical documents for AI training?

You’ve come to the right place.

4. We Talk About a Private License

If you browse through our collections, and find something you need, shoot us an email. We’ll send over a tentative licensing agreement.

It will include:

  • A description of the collection

  • Use case boundaries

  • Format & delivery method

  • Transparent licensing terms

  • Cost to licence the collection(s), and payment terms.

Once we agree on terms, we’ll send over a private license agreement.

No gatekeeping. No games. You’ll know exactly what you’re getting.

5. You Train Your AI. Confidently.

Once the license is signed (and payment is confirmed) your collection is delivered in a structured, secure format.

You move forward knowing:

  • Your dataset is clean

  • Your sources are traceable

  • Your foundation is ethical by design

❓Frequently Asked Questions

Do You Sell Datasets?

No. We license access to ethically digitized collections.
Each license is exclusive or limited-use, depending on scope and sensitivity.

What kind of data do you license?

We curate historical data in a variety of niches, including science, education, medicine, and culture, to name just a few. We digitize, clean, and structure them specifically for ethical AI training.

Can we request a specific type of data?

Yes. If you have a training goal or niche requirement, don’t be shy, reach out.
We may already be curating it, or we can explore a custom proposal.

What formats do you deliver in?

Typically .txt, .json, or .csv, depending on content type.
Metadata, provenance blocks, and collection summaries are always included.

Can we license content exclusively?

Yes, depending on the collection and intended use.
Exclusivity requests are evaluated case by case and priced accordingly.

Do you work with governments or institutions?

Yes. We support AI labs, academic institutions, foundations, and government teams building ethical and localized models.

Can I access your datasets if I’m an individual developer?

At this time, we prioritize organizations and funded teams to ensure ethical oversight and responsible application.