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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

Highlights and Implications of the UK Corporate Plan for the UKIPO

July 17, 2026

Seminar

51st Annual Intellectual Property Law Institute

July 16-17, 2026

Mackinac Island

Articles

This Article Was Written Entirely by AI — Welcome to Synthetic Patent Litigation

July/August 2026

Conference

FICPI ABC Meeting - Nashville

June 23-26, 2026

Nashville

Seminar

3rd AI, IP, & Legal Forum

June 6, 2026

Shangai

Articles

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

May 26, 2026

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Upcoming Events

Seminar

Future IP UK

October 21, 2026

London

Conference

2026 FCBA Global Series Fall Session

October 14-16, 2026

Dublin

Virtual Seminar

2026 ACC SFBA IP Symposium

September 17, 2026

Virtual

News

Commentary

GenAI Patent Surge Extends Well Beyond Familiar Platform Firms

August 10, 2026

Commentary

Q&A: What the 'GenAI Boom' Means for Patents

August 6, 2026

Commentary

AI Patent Surge Signals Broader Global and Industrial Reach

July 23, 2026

Commentary

Generative AI Patents Booming Globally, World IP Org. Reports

July 17, 2026

Press Release

Finnegan Elects Frank A. DeCosta, III, Ph.D. as Chair of the Firm

July 1, 2026

Commentary

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

April 17, 2026

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