Policy · Updated 6 Oct, 09:30 am IST
REAL Rating: six-level framework to disclose human–AI collaboration
Why it matters for readers: It makes it easier to tell how much AI was used to create media or software you encounter online.
- The REAL Rating introduces a six-tier scale (Levels 0–5) to report AI involvement in product creation and user experience.1
- The framework is intended to address limitations of binary disclosure and technical watermarking by providing more granular, user-facing clarity.1
- The paper details methodology and application examples across text, image, audio, video and software products.1
- The work was published on arXiv on 2 October 2026 by Imène Goumiri and co-authors.1
Get a brief like this every morning
Uzha reads hundreds of sources and gives you the stories that matter for your work, with every source linked. Free.
Get started