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Artificial Intelligence (AI) and Machine Learning (ML)

About

Artificial Intelligence (AI) and Machine Learning (ML) is part of our work in AI, Electronics, and Information Technology, Chemicals, Industrials, and Materials, Communications, Consumer Goods and Services, Energy, Hospitality, Gaming, and Leisure, Life Sciences, and Transportation and Logistics.

Using legal intelligence to navigate artificial intelligence

Advancements in artificial intelligence (AI) present novel challenges for businesses looking to invest in intellectual property. AI technology intersects with virtually every major industry. Companies are increasingly integrating AI into their products and business models, relying on AI to transform valuable data into predictable patterns and actionable intelligence. Staying ahead of the competition is key, so businesses need tools that will give them an edge. Protecting those investments and understanding the innovation landscape is where Finnegan comes in.

Understanding the law, science, and technology
Finnegan’s full-service AI practice offers a comprehensive approach, whether our clients are AI pioneers or companies seeking to adopt AI-powered technology for their businesses. We help clients understand novel questions of law to assess and mitigate AI-related risks, implement internal guidelines for AI adoption, develop governance frameworks, and determine the impacts of AI-related regulation. We also help clients protect their critical AI-related inventions through patents and/or trade secrets. It is crucial for design and development teams, which often create both works of copyrightable authorship and inventions, to understand the differing standards of authorship and inventorship required for copyright and patent protection when using AI to create works or assist in the creation of inventions.

We help clients looking to leverage AI technology by providing a full range of services:

Protecting AI:
•    Developing and executing a comprehensive strategy to ensure strong patents and a robust IP portfolio that may include trade secrets and other intellectual property
•    Writing opinions and providing ongoing counseling for new and evolving products
•    Analyzing competitors’ IP to avoid infringement and identify weaknesses in their portfolios
•    Increasing portfolio value by identifying potentially high-value assets that can be improved using strategic prosecution techniques
•    Counseling on research and development options that minimize patent obstacles
•    Advising on potential litigation strategies and deploying experienced trial and appellate teams

Copyright and AI:
•    Guidance on the legal implications of training AI models on copyrighted works, as well as the allocation of potential liability for AI-generated outputs
•    Counseling on the copyrightability of creative works incorporating AI-generated material and how to register such works with the U.S. Copyright Office
•    Legal opinions regarding the use of AI in software development, including open-source software
•    Advising on legislative and regulatory activities regarding AI and copyright, including the introduction of federal and state legislation, congressional forums and hearings, and proposed regulations by federal agencies

Privacy and AI:
•    Guidance on the privacy implications of incorporating AI technology into business tools or practices 
•    Reviewing and negotiating the privacy terms in licensing agreements
•    Drafting AI governance policies and frameworks

AI Licensing and Transactions:
•    Preparing and negotiating licenses and other transactions to commercialize IP rights
•    Providing due diligence for merger and acquisition targets
•    Counseling on business-related matters, including antitrust and competition issues

Everyone in this industry

Experience

Patent services for leading AI innovator OpenAI

Finnegan assists OpenAI, a leading artificial intelligence (AI) research and deployment company with matters related to patent application drafting and global prosecution. We also provide patent counseling services.
Prosecuting patents for groundbreaking AI technology
Finnegan partners with AI21 Labs to protect its groundbreaking artificial intelligence (AI) technology related to natural processing language across the world.

Patent prosecution for AI chip innovator NeuroBlade, Ltd.

Finnegan represents NeuroBlade, Ltd., a developer of artificial intelligence (AI) inference chips designed to address memory bottlenecks in data center and edge computing environments. The firm provides ongoing patent prosecution services, including drafting and prosecuting applications related to memory-based processors, distributed storage agents, and partial refresh algorithms. Finnegan supports NeuroBlade’s global IP strategy, advising on patent prosecution in the United States, United Kingdom, and multiple Asian jurisdictions.

Copyright counseling for AI innovators

Legal advisor for AI Progress, a coalition of technology companies dedicated to the responsible development of artificial intelligence (AI) tools. Coalition members include Amazon, Anthropic, Cohere, Google, Meta, Midjourney, Microsoft, and OpenAI.

Open-source software (OSS) risk mitigation

Lead open-source software audits for manufacturers to assess license compliance and usage risks.

Helping a pioneer company navigate cases through the USPTO

Guiding a multinational technology company through U.S. Patent and Trademark Office (USPTO) proceedings involving semiconductor manufacturing, image processing, and artificial intelligence (AI) technologies by leveraging advanced drafting and prosecution strategies to align with and support its business goals.

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Insights

Articles

Colorado Replaces Landmark AI Act: An Overview of the New SB 26-189 Framework

May 26, 2026

Conference

Best Practices and Tech in Intellectual Property Conference 2026

May 17, 2026

Tel Aviv

Conference

LESI Annual Conference 2026

April 26-29, 2026

Dublin

Conference

2nd AI & IP Forum

April 26, 2026

Munich

Conference

Privacy Symposium

April 20-24, 2026

Venice

Hybrid Conference

2026 Patent Law Institute: Critical Issues & Best Practices

April 9-10, 2026

San Francisco

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News

Commentary

‘Efficiency Enhancers, Not Revenue Disruptors’: Lawyers Analyse USPTO’s AI Trademark Tools

April 17, 2026

Commentary

Emerging State and Local Laws Shape Algorithmic Pricing Landscape

March 11, 2026

Commentary

How I Made Practice Group Chair: 'Be an Active Participant,' Say Karthik Kumar and Frank DeCosta of Finnegan

March 6, 2026

Commentary

IP Firms Are Navigating AI Era With Range of Guardrails

February 12, 2026

Press Release

Finnegan Announces Six New Partners to Strengthen Global IP Leadership

January 5, 2026

Commentary

The Topics Appellate Attys Are Tracking Most Closely in 2026

January 2, 2026

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