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Generative AI in Creative Work: Copyright, Consent, and Ownership Explained

AI-generated creative work raises separate questions about training inputs, copyright in outputs, contracts, and consent to simulate a person. The rules differ by jurisdiction.
Length8 min Posted Quest giverVGSources Team
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There is no single rule that answers who owns AI-generated creative work. Copyright in training material, copyright in an output, the AI service’s contract terms, and permission to use someone’s likeness are separate questions—and the answers depend on where the relevant conduct takes place. For game studios and creators, the practical starting point is to document what the AI produced, what people contributed, what inputs were used, and which rights and agreements apply.

Four separate questions determine what you can use

A game asset made with generative AI can raise several rights questions at once. A studio may have permission to use an AI service but still face questions about the material used to train the model, whether a particular output reproduces protected work, whether a human can claim copyright in the output, or whether it simulates a real person without consent. Resolving one question does not automatically resolve the others.

  • Input rights: Was a protected work copied or otherwise used to train, fine-tune, or supply material to the system, and what law or license applies?
  • Human contribution and output copyright: Which expressive elements did a person create, select, arrange, or modify?
  • Output similarity: Does the generated result reproduce a substantial part of a protected work?
  • Identity and contract: Does it simulate a person’s voice, appearance, or likeness, and what do applicable consent terms, service terms, and work agreements allow?

These are legal questions, not a substitute for jurisdiction-specific advice. The rules below describe the U.S. Copyright Office’s stated position and UK government materials available as of October 7, 2026; they should not be treated as a universal rule.

Who owns copyright in an AI-generated game asset?

“Who owns it?” can mean two different things: whether copyright exists in the output at all, and who holds any copyright that does exist. A service’s contract may address what a customer can do with generated material, but that alone does not establish that copyright protects the material or settle every ownership question among a studio, its staff, and a contractor.

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United States: human authorship must shape expressive elements

The U.S. Copyright Office’s January 29, 2025 report on copyrightability says copyright can protect AI outputs when a human author determines sufficient expressive elements. Its summary says merely providing prompts is not enough. Human-created material that is perceptible in the result, or human creative arrangement or modification, may support protection. The Office also states that using AI as an aid or including AI-generated material within a larger human-created work does not automatically bar copyrightability.

For a game project, keep records of the human work behind an asset: for example, original design material incorporated into it, meaningful edits to a generated image, or a creative arrangement of generated elements in a larger work. A prompt history alone should not be treated as proof of authorship under the Office’s stated U.S. position.

United Kingdom: a distinct rule for certain computer-generated works

The UK Government’s December 2024 consultation describes two relevant categories: human-authored AI-assisted work and “computer-generated” literary, dramatic, musical, or artistic work for which there is no human author. For the latter category under section 9(3) of the Copyright, Designs and Patents Act 1988, it describes authorship as belonging to the person who undertook the arrangements necessary for the work’s creation and a 50-year term. That is a UK rule as described in the consultation, not the U.S. approach.

The consultation also says that in AI-assisted co-creations the human creator will be considered the author. The UK Government’s March 18, 2026 report revisits the computer-generated-work provision and notes uncertainty and limited evidence about how it is used. Do not assume that identifying the person who operated a tool settles every question about the category or ownership in a particular project.

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How the U.S. and UK positions differ

The available official materials support this focused comparison. They do not provide a complete statement of every rule in either jurisdiction.

Question United States United Kingdom
Copyright in AI output The U.S. Copyright Office’s January 29, 2025 report says protection is possible when a human determines sufficient expressive elements; prompts alone do not suffice. The UK Government consultation describes protection for human-authored AI-assisted works and a separate statutory category for certain computer-generated works with no human author.
Who may qualify as author The Office’s stated position focuses on human authorship of expressive elements. Its summary does not treat a prompt alone as enough. For a qualifying computer-generated work under section 9(3), the consultation says authorship belongs to the person who undertook the arrangements necessary for its creation. For AI-assisted co-creations, it says the human creator is the author.
Training material The U.S. Copyright Office released a pre-publication Part 3 on generative-AI training on May 9, 2025. The materials summarized here do not establish a definitive general rule for training uses. The December 2024 consultation describes disagreement over whether existing UK exceptions permit training uses, alongside legal uncertainty and ongoing litigation in multiple jurisdictions.
Computer-generated-work term Not stated in the U.S. Copyright Office summary described here. The UK consultation describes a 50-year term for the section 9(3) category.

Neither column answers whether a specific game asset infringes, whether a particular person owns any resulting copyright, or whether a contract grants the studio the rights it needs.

Can a studio use copyrighted work to train or prompt an AI?

Do not treat the ability to upload, retrieve, or use a work with an AI tool as proof that the use is permitted. Training, fine-tuning, retrieval, and other uses can involve different acts and may be governed by different laws or licenses. The UK Government’s December 2024 consultation reports disagreement between creators and AI developers about how copyright law applies to training. Rights holders reported difficulty controlling use and obtaining remuneration; developers reported legal uncertainty. The consultation also notes disputes in several jurisdictions, including Getty Images v Stability AI in the UK, without settling their outcomes.

The UK Government’s March 18, 2026 report reviews transparency about training material, technical measures, licensing, and rights-reservation tools. It recognizes technical challenges; its existence does not by itself establish that a given training use is lawful or unlawful. The U.S. Copyright Office’s May 9, 2025 pre-publication Part 3 addresses generative-AI training, but the cited status is pre-publication as of October 7, 2026. Check the Office’s current AI study page for any later status change before relying on that description.

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For a game team, record the source and license for material deliberately supplied to a model, including reference art, audio, text, and other creative assets. If the tool’s training practices or data provenance matter to the project, check what the provider actually discloses and what the applicable license or agreement says; do not infer provenance from the style or quality of an output.

Could an output infringe even if the model made it?

Yes, the fact that a system generated an output does not by itself resolve whether that output reproduces protected expression. The UK Government’s December 2024 consultation says that if an AI output includes a substantial part of a copyright work and no license permits it, the output may infringe. Whether a particular result crosses that line depends on the work, the output, the applicable law, and the facts.

For game production, review outputs that closely resemble identifiable existing art, music, writing, characters, or other protected material rather than relying on a generic claim that the asset is “AI-generated.” Similarity concerns about an output are separate from whether the training process used a work lawfully.

Does a generated voice or likeness need consent?

Copyright permission for source material and consent to simulate a person are not interchangeable. A generated character may raise a separate digital-replica issue if it reproduces someone’s voice, appearance, or likeness without consent. The UK Government’s December 2024 consultation raises this concern, while the U.S. Copyright Office’s AI initiative includes a separate Part 1 on digital replicas, published July 31, 2024.

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Before using a generated voice or likeness based on a real performer, creator, or other identifiable person, check the relevant consent and contractual permissions for the intended uses. The official materials discussed here establish that digital replicas are a live issue; they do not resolve every personality-right or consent rule across jurisdictions.

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What the EU AI Act adds—and what it does not settle

The UK Government’s March 18, 2026 report summarizes EU AI Act requirements for providers of general-purpose AI models: they must have a policy to comply with EU copyright law and publish sufficiently detailed summaries of training material. Those transparency requirements are relevant to questions about model development, but they do not, by themselves, answer who owns a particular output, whether it is copyrightable, or whether it reproduces protected material. The report’s summary is not a complete account of all EU copyright or AI Act requirements.

A practical rights check before shipping a game

  1. Identify the relevant places. Note where the model was developed or used, where the studio and rights holders are based, and where the game will be distributed. Do not assume that a U.S. or UK rule applies everywhere.
  2. Trace the inputs. Record which references or other protected works were supplied, retrieved, or used for training or fine-tuning, and retain the licenses or permissions that cover those uses.
  3. Record human creative work. Preserve drafts, edits, selections, arrangements, and other evidence of how people shaped the expressive result. In the United States, the Copyright Office’s stated position requires more than prompting alone for copyright in output.
  4. Review similarity. Check whether an output reproduces a substantial part of an identifiable protected work, and seek permission where needed rather than assuming generation clears the issue.
  5. Check people and performances. For outputs that simulate an identifiable person’s voice or likeness, verify that the necessary consent and contractual permissions cover the actual uses planned.
  6. Read the agreements. Review the AI service’s terms and licenses, plus relevant employee, contractor, commissioning, and publisher agreements. Confirm who may use, modify, distribute, or license each asset; do not treat those terms as a substitute for copyright or consent analysis.
  7. Keep an asset record. For each shipped AI-assisted asset, note the tool and version if known, input provenance, human contributions, review decisions, relevant permissions, and any labeling or disclosure requirements that apply to the project.

Why the answer can change

Training rights and AI-output rules remain contested. The UK consultation describes conflicting positions and litigation in several jurisdictions, and says definitive case-law resolution could take several years; this is the consultation’s account, not a prediction about any case. The UK Government’s March 2026 report also highlights uncertainty around computer-generated works. In the United States, the Copyright Office’s AI initiative listed Part 2 on output copyrightability as published January 29, 2025, Part 1 on digital replicas as published July 31, 2024, and Part 3 on training as pre-publication after its May 9, 2025 release. Check current official materials and applicable law when making a consequential rights decision.

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