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How to Evaluate Originality of AI‑Generated Designs

Posted on October 08, 2025
Michael Brown
Career & Resume Expert
Michael Brown
Career & Resume Expert

How to Evaluate Originality of AI‑Generated Designs

Artificial intelligence is reshaping the creative landscape, but originality remains a cornerstone of value. Whether you are a designer, a brand manager, or a hiring professional, knowing how to evaluate originality of AI generated designs is essential to protect intellectual property, maintain brand integrity, and foster genuine innovation.


Why Originality Matters in AI‑Generated Designs

Originality is more than a buzzword; it is a legal and ethical safeguard. According to a 2023 World Intellectual Property Organization report, 42% of AI‑created visual content faced disputes over ownership. When a design lacks originality, it can:

  • Erode brand trust – duplicated visuals dilute brand identity.
  • Trigger legal risk – plagiarism claims can lead to costly lawsuits.
  • Stifle creativity – reliance on recycled ideas hampers artistic growth.

Evaluating originality early saves time, money, and reputation.


Core Concepts and Definitions

Term Definition
Originality The degree to which a work is independently created and not derived from existing material.
Authenticity The genuine nature of a piece, reflecting the creator’s unique voice.
Plagiarism Unauthorized copying or close imitation of another’s work.
AI‑Generated Design Visual content produced with the assistance of generative models such as DALL·E, Midjourney, or Stable Diffusion.
Similarity Score A numeric value (often 0‑100) indicating how closely a design matches known references.

Understanding these terms helps you ask the right questions during the evaluation process.


Step‑by‑Step Guide to Evaluating Originality

Below is a practical checklist you can follow for every AI‑generated design you receive.

Step 1: Gather Context

  1. Identify the prompt used to generate the design. A detailed prompt often yields more unique results.
  2. Ask for version history – many tools keep a log of iterations.
  3. Clarify intended use – commercial, editorial, or personal.

Tip: Use Resumly’s AI Career Clock as an analogy: just as you track career milestones, track design milestones.

Step 2: Use Automated Detection Tools

  • Run the image through reverse‑image search (Google Images, TinEye).
  • Apply AI similarity detectors like Clip‑Similarity or CopyLeaks Visual AI.
  • For a quick internal check, Resumly’s ATS Resume Checker demonstrates how automated scanners can flag duplicated patterns – the same principle applies to visual assets.

Record the similarity score and note any matches.

Step 3: Conduct Manual Visual Analysis

Aspect What to Look For
Composition Reused layout patterns or stock‑photo framing.
Color Palette Identical palettes that appear in popular AI‑generated galleries.
Stylistic Signature Unique brush strokes, custom textures, or brand‑specific motifs.
Metadata EXIF data may reveal the generation tool or seed values.

Create a visual audit sheet with screenshots and comments.

Step 4: Cross‑Reference with Existing Databases

  • Search design repositories (Behance, Dribbble) for similar concepts.
  • Check copyright databases such as the U.S. Copyright Office’s public records.
  • Use Resumly’s Buzzword Detector as a metaphor: just as it flags overused phrases, it can inspire you to spot overused visual tropes.

Step 5: Document Findings

  1. Summarize the similarity score and manual observations.
  2. State a clear verdict: Original, Modified, or Potentially Plagiarized.
  3. Recommend next steps – redesign, attribution, or legal review.

Tools and Resources for Originality Checks

Category Tool How It Helps
Reverse Image Search Google Images, TinEye Finds exact matches across the web.
AI Similarity Scanners Clip‑Similarity, CopyLeaks Visual AI Generates similarity percentages.
Metadata Inspectors ExifTool, PhotoME Reveals generation parameters.
Design Libraries Behance, Dribbble, Adobe Stock Provides a benchmark for common trends.
Resumly Free Tools Career Personality Test, Resume Roast Illustrate how AI can give instant feedback – apply the same mindset to design evaluation.

Do’s and Don’ts Checklist

Do

  • Keep a prompt log for every AI‑generated asset.
  • Use multiple detection methods (automated + manual).
  • Document all findings in a shared folder.
  • Seek legal counsel when similarity scores exceed 30%.

Don’t

  • Rely solely on a single reverse‑image search.
  • Assume “AI‑generated = original”.
  • Ignore metadata; it often contains clues.
  • Publish a design before a final originality audit.

Real‑World Case Studies

Case Study 1: Startup Branding

A fintech startup commissioned an AI‑generated logo. The similarity scan returned a 78% match to a popular open‑source icon library. After the audit, the team opted for a custom hand‑drawn variant, preserving brand uniqueness and avoiding potential infringement.

Case Study 2: Marketing Campaign

A global retailer used AI to create banner ads. Manual review uncovered a reused composition from a 2022 Instagram trend. The marketer switched to a unique layout and saw a 12% lift in click‑through rates, proving originality also drives performance.


Frequently Asked Questions

1. How reliable are AI similarity detectors?

Most tools provide a confidence range (e.g., 70‑85%). They are excellent for flagging potential issues but should be paired with human judgment.

2. Can I claim ownership of an AI‑generated design?

Ownership depends on the tool’s license and the level of human input. Review the terms of service of the AI platform.

3. What similarity score indicates plagiarism?

There is no universal threshold, but many experts treat >30% as a red flag requiring deeper analysis.

4. Does Resumly offer any design‑related tools?

While Resumly focuses on career automation, its Resume Readability Test showcases how AI can evaluate content quality – a principle you can adapt for visual originality.

5. How often should I audit AI‑generated assets?

Conduct an audit before publication and quarterly for assets that are reused across campaigns.

6. Are there legal resources for AI‑generated works?

The World Intellectual Property Organization and the U.S. Copyright Office publish guidelines on AI‑created works.

7. Can I automate the entire originality workflow?

Yes, by integrating APIs from similarity scanners into your design pipeline, but keep a human review step for nuanced decisions.

8. What if the original source is behind a paywall?

Document the limitation and consider licensing the reference or creating a distinct alternative.


Mini‑Conclusion: Evaluating Originality of AI‑Generated Designs

By following the structured checklist, leveraging both automated tools and manual expertise, and documenting every step, you can confidently answer the question how to evaluate originality of AI generated designs for any project.


Take Action with Resumly

Just as you need reliable methods to verify design originality, you need trustworthy tools to accelerate your career. Explore Resumly’s suite of AI‑powered solutions:

Ready to protect your creative assets and boost your professional brand? Visit the Resumly homepage and start today.


Originality is the heartbeat of innovation. By mastering how to evaluate originality of AI generated designs, you safeguard that heartbeat and set the stage for truly unique creations.

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How to Evaluate Originality of AI‑Generated Designs - Resumly