Skip to main content
Bhuvana+R
Participant
June 3, 2026
Open for Voting

Implement a dedicated "Educational & Technical Diagrams" for Medical & Dental diagrams category that adjusts the AI review algorithm.

  • June 3, 2026
  • 1 reply
  • 8 views

Currently, Adobe Stock’s automated "Similar Content" filter frequently misinterprets variations in clinical pedagogy as duplicate spam. For instance, when submitting individual illustrations of different maxillary major connectors (e.g., Palatal Strap vs. Horseshoe Major Connector), the AI flags the files as identical because they share the same underlying background anatomy (the dental arch).

Feature Suggestion: Please implement a specialized metadata or review sub-category for Educational, Technical, Medical & Dental Diagrams. The review algorithm for this specific category should prioritize text and metadata evaluation (such as changes in Kennedy Classifications or framework design terminology) over pure pixel-matching. This will prevent high-value instructional assets from being erroneously blocked by automated spam filters.

Thank you for supporting specialized educational contributors.

    1 reply

    Nancy OShea
    Community Expert
    Community Expert
    June 3, 2026

    Stock is a global assets service, not a scientific library.

     

    Algorithm Flagging: Adobe Stock uses a shallow AI system to compare your submissions to existing images, vectors, or videos. If your work is too close in composition, concept, or subject to assets already in the library, it may get flagged for “similar content.” 

     

    Repetitive Metadata: Using same titles and keywords across multiple variations can trigger automatic rejections.  

    https://helpx.adobe.com/stock/contributor/help/how-to-submit-distinct-content.html

     

    Hope that helps.

     

    Nancy O'Shea— Product User & Community Expert