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Key use cases

Real-world moderation scenarios powered by Cloudinary Moderation

Updated yesterday

Each use case highlights common challenges and the types of rules typically applied.


Marketplace cohesion

If your marketplace requires a specific visual style, maintaining consistency manually is nearly impossible. Cloudinary Moderation ensures visual standards are enforced across Product Listing Pages, maintaining a clean, trustworthy, and conversion-focused browsing experience.

Common rules for this use case

  • Background requirements (white, neutral, transparent)

  • Composition rules (centered subject, fill ratio)

  • No text or watermarks outside the product

  • Subject count limits (single product only)

  • Consistent cropping and framing


Scale and vetting

Stores, restaurants, creators, or partners often upload thousands of images. Manual review is slow, inconsistent, and expensive. Cloudinary Moderation automates quality checks at scale, flagging problematic content before it reaches your systems so reviewers can focus only on edge cases.

Common rules for this use case

  • Low-quality detection (blur, poor lighting)

  • Duplicate or near-duplicate detection

  • Missing or incorrect subjects

  • Incomplete or misleading visuals

  • No alcohol or cigarettes

  • No hands, animals, or people


UGC activation for marketing

User-generated content (UGC) is one of the most powerful marketing inputs, yet only a small fraction is brand-safe, on-brand, and usable across channels. Cloudinary Moderation helps marketing teams identify high-quality, brand-aligned UGC and separate it from low-quality, off-brand, or non-compliant content. This allows teams to confidently reuse approved UGC across campaigns, product pages, social, and ads without manual curation.

Common rules for this use case

  • Minimum image quality and size

  • No watermarks or other brands' logos

  • Allowed subjects only (products, people)

  • Exclude cluttered, messy, or low-aesthetic scenes

  • Brand tone alignment (clean, premium, casual, etc.)


Compliance

Protect your business from legal and licensing risks by ensuring images displayed on your site are properly sourced. Cloudinary Moderation flags visuals that appear unlicensed or non-compliant, so issues are caught early.

Common rules for this use case

  • Detect copyrighted or stock imagery

  • No watermarks

  • No screenshots

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