Question 1

What makes your data different from open-source or scraped web data?

Accepted Answer

Our data is not scraped. We partner directly with publishers to secure exclusive, copyright-cleared licensing for post-1930 archives. Every dataset undergoes rigorous bias auditing and full provenance tracking before it ever reaches your model. You are not training on internet noise — you're training on vetted, historical ground truth.

Question 2

What time periods and subjects do you cover?

Accepted Answer

We specialize in post-1930 modern archives, with a current focus on Finance & Economics and Lifestyle & Culture (Hearst Publications). We are actively expanding into medical and legal historical journals. If you are looking for pre-1930 public domain archives, please visit our sister division, Devin Media Corp.

Question 3

How do I access the data?

Accepted Answer

We offer Instant Access via the Snowflake Marketplace. You can spin up a trial instance immediately without needing to speak to a sales representative. If you require a custom enterprise license or a specific dataset, use the "Contact" form and our team will reach out within 24 hours.

Question 4

Do you offer bias audits with your datasets?

Accepted Answer

Yes. This is our core differentiator. Every dataset comes with a Bias Audit Metadata file, a Provenance report, and a Dataset IQ certification. We flag historically biased language and perspectives so your model can treat them as context, not as modern truth.

Question 5

What is your licensing model?

Accepted Answer

We offer flexible enterprise licensing. Most datasets are available as one-time perpetual licenses for internal model training, or as annual subscription licenses for ongoing updates. Custom terms are available for large-scale deployments.

Question 6

What types of content do you work with?

Accepted Answer

We specialize in academic journals, historical magazines, financial records, and cultural archives. We generally focus on post-1930 content that is still under copyright but has significant historical value for AI training.

Question 7

How does the partnership work?

Accepted Answer

We offer two distinct partnership models:Option A (Revenue Split): We digitize, clean, bias-audit, and host your archive at no upfront cost to you. We license the data to enterprise AI clients and split the net revenue with you.Option B (Service Fee): We convert your archive for a flat project fee and provide full Dataset IQ certification. You retain 100% ownership of the AI-ready data and can license it independently.

Question 8

Do I retain the copyright to my content?

Accepted Answer

Absolutely. You retain full intellectual property (IP) rights to your original content. You are only licensing us the rights to prepare and distribute the AI-ready version of your data to enterprise clients.

Question 9

What is "Dataset IQ Certification?"

Accepted Answer

Dataset IQ is our proprietary quality assurance standard. It validates that your archive has been professionally OCR'd, cleaned of artifacts, bias-audited, and formatted for seamless integration into machine learning pipelines. It provides third-party proof that your data is AI-ready.

Question 10

How long does the conversion process take?

Accepted Answer

It depends on the size and condition of your archive. However, because we have a fully established processing pipeline, we can typically convert a full journal run within 4 to 8 weeks, depending on the volume of content.

Question 11

Is there a minimum commitment or volume requirement?

Accepted Answer

We work with publishers of all sizes. We evaluate the archive on a case-by-case basis. Even smaller, niche journals often prove to be incredibly valuable for specialized AI fine-tuning.

Question 12

How does The AI Data Company relate to Devin Media Corp?

Accepted Answer

The AI Data Company is a specialized division of Devin Media Corp. Devin Media Corp handles pre-1930 public domain archives and historical metadata. The AI Data Company focuses exclusively on modern, post-1930 publisher-partnered datasets.

Question 13

How do I get started?

Accepted Answer

If you are a data buyer, click "Instant Access" to spin up a trial on Snowflake, or use the "Contact" form to discuss a custom enterprise license.If you are a publisher, click "Partner With Us" to request a consultation.

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