Quick answer
What is AI training data?
AI training data is the set of examples, such as text, images, records or sensor readings, that a machine learning model learns patterns from.
Guide
AI training data: where it comes from and why real-world records matter
AI training data is the collection of examples a model learns from. Much of today's training text comes from the public web, and developers increasingly look for licensed, real-world data that public sources don't cover.
Quick answers
Quick answer
Are AI developers running out of training data?
Researchers project that quality public text could be fully used within years, which increases interest in licensed and domain-specific data.
Epoch AI estimates that, if current trends continue, AI language models will fully use the stock of quality public human-written text between 2026 and 2032.
Quick answer
Can my company's records be used as AI training data?
Possibly, if you have the rights, sensitive information is handled lawfully, and a buyer has a fitting use. Terms are set by a written license agreement.
Where training data comes from
Common sources include public web text, licensed books and media, synthetic data generated by other models, and licensed datasets from organizations.
Why public text is not enough
Public text rarely shows the inside of a working business: how a technician diagnosed a fault, how a dispute was resolved, or how a project slipped and recovered. That kind of record mostly lives inside companies.
How businesses can contribute safely
By licensing defined rights to reviewed, rights-cleared records, with personal and regulated information removed or excluded, and with permitted uses, retention and security set in a written agreement.
This guide is general information, not legal advice. Final rights and terms are always set by a written agreement reviewed by your counsel.