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AI and Intellectual Property: Who Owns the Algorithm? - AI Law, Intellectual Property - Usta Legal
October 15, 2025
4 min read
By Usta Legal

AI and Intellectual Property: Who Owns the Algorithm?

AI LawIntellectual PropertyTechnology LawInnovationLegal Compliance

Explore how intellectual property law applies to AI. Learn who owns AI-generated work, how to protect machine learning models, and what businesses should know about patents, copyrights, and trade secrets in the age of artificial intelligence.

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The New Frontier of AI and IP

Artificial intelligence has redefined innovation—and the law is struggling to keep up. As algorithms begin creating art, code, and even new inventions, traditional intellectual property (IP) systems face new challenges. Can an algorithm be an inventor? Can AI-generated content be copyrighted? These are no longer theoretical questions—they’re daily realities for startups and tech companies.

Businesses that build or rely on AI need to understand how intellectual property law applies to their data, code, and outputs. schedule consultation to discuss how to protect your algorithms and AI-driven assets before releasing them to the public.


Who Owns AI-Generated Works?

Under current U.S. law, only humans can hold copyright or patent ownership. That means works created entirely by AI are not eligible for traditional protection unless a human’s creative input is substantial. This creates legal uncertainty for products built using generative models or autonomous systems.

For example, if your startup uses an AI tool to produce marketing copy or visual assets, ownership might depend on how much control your human team exerted over the process. The more creative direction humans provide, the stronger the ownership claim. contact us to review your workflows and determine if your AI output qualifies for IP protection.


Patents and Machine Learning Models

Patent law rewards inventors for novel, useful, and non-obvious inventions. But what happens when AI invents something? U.S. patent law currently requires a human inventor, though international jurisdictions like the U.K. and South Africa have tested AI attribution through cases like the DABUS project.

If your company develops proprietary AI models or algorithms, you can still patent the system design, method, or training process rather than the AI’s individual outputs. Properly drafted patents can cover the model’s architecture, data preparation, and unique application. schedule consultation to safeguard your AI innovations through targeted patent filings.


Copyright Protection for AI Creations

Copyright law is rooted in human creativity. Works produced solely by AI lack the “authorship” required for protection. However, AI-assisted works—where humans guide the creative process—can qualify for copyright.

For example, a photographer using AI-based enhancement tools still owns their image. But a fully generated artwork with no human direction might not. The key is documenting human contribution during the creation process.

To strengthen copyright claims for AI-influenced works:

  • Record human inputs during the creative process.
  • Maintain documentation showing editing or curation decisions.
  • Avoid marketing fully autonomous AI works as “100% machine-made.”

chat on whatsapp if you need help registering your AI-assisted works or drafting proper IP notices.


Trade Secrets and Data Rights

While copyrights and patents attract attention, trade secrets often provide stronger protection for AI. Your training data, algorithmic weights, and preprocessing methods can qualify as trade secrets if kept confidential.

To preserve trade secret status:

  • Use NDAs and employee confidentiality agreements.
  • Restrict access to model training data and source code.
  • Apply encryption and audit trails for all data handling.

Many companies combine copyright, patent, and trade secret strategies for layered protection. schedule consultation to develop a hybrid IP plan for your AI assets.


Legal Liability and Infringement Risks

AI systems can infringe existing works without human intent—for instance, when training on copyrighted datasets. Developers are increasingly facing lawsuits over unauthorized data use in machine learning models.

Courts are still determining who is liable: the developer, the deploying company, or the AI vendor. Until regulations stabilize, companies should proactively vet datasets and use licenses that explicitly allow machine learning applications.

If your product involves data scraping or generative AI, call now to confirm your model doesn’t expose you to IP infringement risks.


How Legal Counsel Can Help

AI law is a rapidly evolving field, and what’s permissible today may change tomorrow. Legal counsel can help your company:

  • Identify which AI components qualify for IP protection
  • File patents and copyrights for human-AI collaborative work
  • Draft NDAs and licensing agreements for AI training data
  • Establish compliance with emerging state and federal AI regulations

Usta Legal works with startups, researchers, and tech enterprises across New York, New Jersey, and Pennsylvania to protect and commercialize AI innovations. schedule consultation or contact us for tailored AI IP strategy support.


Protect Your AI Assets

Your AI model, dataset, or algorithm could be one of your company’s most valuable assets. The sooner you clarify ownership and protection strategy, the stronger your competitive position.

schedule consultation for an AI IP consultation or chat on whatsapp to get quick answers on ownership, patents, or licensing questions.


Frequently Asked Questions

Can AI systems be inventors under U.S. law?

No. As of now, only humans can be named inventors. AI-generated inventions must attribute their creation to a human contributor to qualify for patent protection.

Who owns AI-generated art or text?

Ownership typically belongs to the person or organization directing the AI’s output, provided there is sufficient human input. Fully autonomous creations may not qualify for copyright protection.

Can I patent my machine learning algorithm?

Yes, if it demonstrates novelty and a practical application. Many companies patent specific AI architectures, training techniques, or system designs rather than abstract algorithms.

What if my AI product uses copyrighted data?

Using copyrighted data without permission may violate IP laws. Always verify dataset licenses and consider using publicly available or properly licensed materials.

How can I protect my AI model if patents aren’t viable?

Trade secret protection is often the best approach. Keep your model weights, data, and architecture confidential using strong internal security and NDAs.

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About the Author

Written by the Usta Legal immigration team, licensed to practice law in New York, New Jersey, and Pennsylvania. Our attorneys specialize in U.S. immigration law, business law, and intellectual property, providing personalized legal guidance to individuals and businesses navigating complex legal processes.

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