What specific language should be in an AI-prohibition clause?

The clause should define 'AI Training' broadly, explicitly forbidding the use of your work for any automated processing, machine learning, or model development, and should include a clear remedy for breach, such as immediate termination or liquidated damages.

Can I retroactively stop an agency from using my work?

Generally, no. Once work is delivered under a contract without AI restrictions, the agency may have broad usage rights. You must negotiate these terms before signing or via a contract amendment.

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How to include a clause to prevent agencies from using freelance work for AI training

Q: How do I prevent agencies from using my work for AI training?

Include an explicit 'No AI Training' clause in your Master Services Agreement (MSA) or Statement of Work (SOW). This clause must state that the client is prohibited from using your deliverables, data, or inputs to train, fine-tune, or develop machine learning models or generative AI systems.

How to Prevent Agencies from Using Freelance Work for AI Training

To prevent agencies from using your work for AI training, you must include an explicit restrictive covenant in your contract. This clause must state that the client is prohibited from using your deliverables, data, or inputs to train, fine-tune, or develop any machine learning models or generative AI systems.

The Anatomy of an AI-Prohibition Clause

A robust AI-prohibition clause goes beyond a simple "no AI" statement. It must be legally precise to ensure it covers future technological developments. Your clause should include the following components:

Definition of Prohibited Use: Explicitly define "AI Training" to include machine learning, deep learning, neural networks, and generative AI model development.
Scope of Data: Ensure the prohibition covers not just the final deliverable, but also raw data, intermediate drafts, and proprietary methodologies provided during the project.
Third-Party Restrictions: Require the agency to flow down these restrictions to any subcontractors or third-party vendors they engage.
Remedies: Define the consequences of a breach, such as immediate contract termination, injunctive relief, and indemnification for damages resulting from unauthorized data usage.

Key takeaway: If your contract is silent on AI, the agency may claim an implied right to use your work under standard "usage rights" or "work-for-hire" provisions. Always assume silence favors the agency.

Drafting Your Clause: A Step-by-Step Guide

Identify the IP Ownership: Confirm that you retain ownership of your underlying methodologies or that the license granted to the agency is limited to specific commercial use.
Insert the Restrictive Covenant: Add a section titled "Prohibition on AI Model Training" directly under your Intellectual Property or Usage Rights section.
Define the Technology: Use broad language such as "any automated system, machine learning model, or artificial intelligence software, whether currently known or hereafter developed."
Establish Audit Rights: If the project is high-stakes, include a clause allowing you to request written certification that your work has not been ingested into any training datasets.

Comparison: Standard vs. AI-Protected Contracts

Feature	Standard Contract	AI-Protected Contract
Usage Rights	Broad/Perpetual	Limited to specific project scope
AI Training	Implicitly allowed	Expressly prohibited
Subcontractors	Allowed without notice	Must agree to AI restrictions
Remedies	General breach	Specific injunctive relief

Red Flags in Agency Contracts

When reviewing an agency's standard contract, look for these common "AI-trap" clauses that effectively strip you of your rights:

"Broad Derivative Works" Language: Agencies often include rights to create "derivative works." In the context of AI, this is often a loophole used to justify feeding your work into a model to generate new content.
"Feedback" Provisions: Be wary of clauses that grant the agency a license to use any "feedback, suggestions, or data" provided during the engagement.

Action Item: Review your existing MSAs for the term "derivative works." If you find it, add a parenthetical exception: "...excluding the use of Deliverables for the purpose of training, developing, or fine-tuning artificial intelligence or machine learning models."

Jurisdictional Considerations

While contract law is generally consistent regarding IP, jurisdictions like the EU (under the AI Act) and California (under the CCPA/CPRA) are evolving rapidly. In the EU, you may have specific rights to opt-out of text and data mining (TDM) under the Copyright Directive. Ensure your contract explicitly invokes these opt-out rights where applicable.

How TermScore Can Help

Manually reviewing every contract for hidden AI-training loopholes is time-consuming and prone to human error. TermScore uses advanced AI to scan your agreements, instantly flagging clauses that grant agencies broad rights to your work and suggesting precise, protective language to close those gaps. Ensure your intellectual property remains yours by letting TermScore audit your contracts before you sign.