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Navigating Patent Litigation: The Crucial Role of Generative AI Platforms

January 2, 2024

Navigating Patent Litigation: The Crucial Role of Generative AI Platforms

In a landmark decision by the International Trade Commission (ITC), Apple’s highest-grossing wearables faced unprecedented importation restrictions, marking a pivotal moment in the protracted patent dispute with medical device-maker Masimo. To put the magnitude into perspective, Apple’s wearables, home, and accessory business raked in a staggering $8.28 billion in revenue in the third quarter of 2023. This ruling disrupts the very core of Apple’s most popular and revenue-generating wearables, adding a seismic impact to the already intense legal battle with Masimo. This article delves into the transformative capabilities of Generative AI platforms, shedding light on how these technologies are reshaping both proactive and reactive litigation practices against the backdrop of such a significant industry development. Elevating Efficiency in Patent Litigation: A Generative AI Perspective Strategic Edge for Law Firms and Litigators:
  1. Streamlined Data Management:
    • Generative AI platforms streamline the upload and organization of voluminous case documents, enhancing law firms’ and litigators’ capability to manage data efficiently.
  2. Automated Analysis:
    • Leveraging Generative AI, legal professionals can automate analysis processes, extracting valuable insights from complex datasets swiftly and accurately.
  3. Dynamic Adaptability:
    • Future-ready Generative AI platforms empower law firms and litigators to dynamically adapt to new information or shifting circumstances, providing a real-time strategic advantage.
  4. Investor Collaboration:
    • Building and maintaining a comprehensive roster of investors becomes more manageable, facilitating efficient collaboration and attracting funding partners for legal fees.
  5. Tailored Content Creation:
    • Generative AI platforms excel in generating tailored content for legal motions, analyzing writing styles and logic to ensure persuasive arguments that resonate effectively.
  6. Communication Excellence:
    • Acting as central communication hubs, these platforms foster seamless collaboration and information exchange among legal professionals, enhancing overall communication efficiency.
Empowering Patent Owners in Proactive Management:
  1. Organized Patent Portfolio:
    • Generative AI facilitates the creation of well-organized rosters of patents, providing patent owners with strategic control over their portfolios.
  2. Capital Attraction:
    • Patent owners can leverage organized patent portfolios to attract funding for growth and innovation independently, reducing reliance on traditional fundraising approaches.
  3. Self-Funded Litigation:
    • Generative AI platforms empower patent owners to gain better economic control, enabling them to self-fund litigation cases when required.
  4. Global Coverage:
    • Future-ready platforms offer a comprehensive overview of patents, covering multiple regions and facilitating global enforcement.
  5. Quality Assurance:
    • While maintaining human-in-the-loop functionality, Generative AI ensures robust quality checks and efficient data management.
Masimo vs. Apple: A Glimpse into the Future of Patent Litigation The recent ITC ruling in Masimo vs. Apple serves as a poignant reminder to businesses about the critical importance of being in the driver’s seat when it comes to managing their own patents and capitalizing on innovation. While Masimo, a sizable player in the industry, successfully navigated the legal terrain to secure favorable outcomes, it prompts reflection on how smaller companies might face more significant challenges in achieving similar results. This underscores the significance of businesses taking control of their intellectual property and innovation strategies. For smaller companies, such as those without the resources of a Masimo, being in the driver’s seat is not just a strategic choice but a necessity. The Masimo vs. Apple case illuminates the power dynamic in patent disputes and the role that control over one’s intellectual property plays in shaping the outcomes. Smaller entities, with limited resources, may find themselves at a disadvantage in legal battles, making it imperative for them to proactively manage their patents, navigate legal landscapes, and capitalize on their innovations. Generative AI platforms emerge as a leveling force in this scenario. By harnessing the power of generative solutions, smaller law firms gain a more competitive edge without the need for extensive headcount. This democratization of legal capabilities levels the playing field, allowing smaller firms to stand shoulder to shoulder with their larger counterparts. The transformative potential of generative AI platforms extends beyond just litigation; it opens up avenues for smaller entities to actively participate in the competitive capital market. In essence, a more equitable competitive capital market is crucial for fostering innovation. Generative AI platforms become the key to sustaining this trend. They empower businesses, regardless of size, to actively shape their legal strategies, manage patents efficiently, and capitalize on their innovative potential. As the legal landscape continues to evolve, embracing generative AI not only ensures a fairer competitive environment but also fosters a culture of innovation where businesses of all sizes can thrive.  As the patent community adapts to the demands of complex patent disputes, Generative AI platforms emerge as indispensable tools, revolutionizing both proactive and reactive litigation practices. This nuanced approach empowers law firms, litigators, and patent owners alike, offering a glimpse into the future of patent litigation where efficiency, data-driven strategies, and collaboration take center stage amidst the landmark shifts brought on by significant industry developments. About the author: Joshua Masia, Co-founder & CEO of DealBridge.ai, brings a wealth of experience from leadership roles at JPMorgan Chase, BlackRock, and iCapital. With a BS in Electrical Engineering, Josh has spent 15 years shaping technical and business solutions. At DealBridge.ai, Josh leads the charge in transforming private markets. Their platform, powered by Generative AI, automates deal complexities, streamlining origination, due diligence, and distribution. Eliminating traditional processes, DealBridge.ai empowers seamless connections, enhancing the human experience in deal-making. Under Josh’s vision, DealBridge.ai maximizes revenue potential through automation, redefining legal, insurance, and financial transactions. As a trailblazer, Josh and DealBridge.ai usher in a transformative era in deal relationship management.

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Commercial Regulatory Issues

France Issues Decree Regulating Third-Party Funded Collective Actions

By John Freund |

France has taken a significant step in codifying oversight of third-party financed collective actions with the issuance of Decree No. 2025-1191 on December 10, 2025.

An article in Legifrance outlines the new rules, which establish the procedure for approving entities and associations authorized to lead both domestic and cross-border collective actions—referred to in French as “actions de groupe.” The decree brings long-anticipated regulatory clarity following the April 2025 passage of the DDADUE 5 law, which modernized France’s collective redress framework in line with EU Directive 2020/1828.

The decree grants authority to the Director General of Competition, Consumer Affairs and Fraud Control (DGCCRF) to process applications for approval. Final approval is issued by ministerial order and is valid for five years, subject to renewal.

Approved organizations must meet specific governance and financial transparency criteria. A central provision of the new rules is a requirement for qualifying entities to publicly disclose any third-party funding arrangements on their websites. This includes naming the financiers and specifying the amounts received, with the goal of safeguarding the independence of collective actions and protecting the rights of represented parties.

Paul de Servigny, Head of litigation funding at French headquartered IVO Capital said: “As part of the transposition of the EU’s Representative Actions Directive, the French government announced a decree that sets out the disclosure requirements for the litigation funding industry, paving the way for greater access to justice for consumers in France by providing much welcomed clarity to litigation funders, claimants and law firms.

"This is good news for French consumers seeking justice and we look forward to working with government, the courts, claimants and their representatives and putting this decree into practice by supporting meritorious cases whilst ensuring that the interests of consumers are protected.”

By codifying these requirements, the French government aims to bolster public trust in group litigation and ensure funders do not exert improper influence on the course or outcome of legal actions.

Case Developments Commercial

Privy Council to Hear High-Profile Appeal on Third-Party Funding

By John Freund |

The United Kingdom's Judicial Committee of the Privy Council is set to hear a closely watched appeal that could have wide-ranging implications for third-party litigation funding in international arbitration. The case stems from a dispute between OGD Services Holdings, part of the Essar Group, and Norscot Rig Management over the enforcement of a Mauritius-based arbitral award. The Supreme Court of Mauritius had previously upheld the award in favor of Norscot, prompting OGD to seek review from the Privy Council.

An article in Bar & Bench reports that the appeal is scheduled for next year and will feature two prominent Indian senior advocates: Harish Salve KC, representing Norscot, and Nakul Dewan KC, representing OGD. At issue is whether the use of third-party funding in the underlying arbitration renders the enforcement of the award improper under Mauritius law, where third-party litigation funding remains a legally sensitive area.

The case is drawing significant attention because of its potential to shape the international enforceability of funding agreements, particularly in light of the UK Supreme Court's 2023 PACCAR decision. That ruling dramatically altered the legal landscape by classifying many litigation funding agreements as damages-based agreements, thereby subjecting them to stricter statutory controls. The PACCAR decision has already triggered calls for legislative reform in the UK to preserve the viability of litigation funding, especially in the class action and arbitration contexts.

The Privy Council appeal will test the legal boundaries of funder involvement in arbitration and may help clarify whether such arrangements compromise enforceability when judgments cross borders. The outcome could influence how funders structure deals in jurisdictions with differing attitudes toward third-party involvement in legal claims.

Case Developments Commercial

Banks Win UK Supreme Court Victory in $3.6B Forex Lawsuit

By John Freund |

Several major global banks, including JPMorgan, UBS, Citigroup, Barclays, MUFG, and NatWest, have successfully blocked a £2.7 billion ($3.6 billion) opt-out collective action in the UK’s Supreme Court. The proposed lawsuit, led by Phillip Evans, aimed to represent thousands of investors, pension funds, and institutions impacted by alleged foreign exchange (forex) market manipulation.

An article in Yahoo Finance reports that the case stemmed from earlier European Commission findings that fined multiple banks over €1 billion for operating cartels in forex trading. Evans’ action, filed under the UK’s collective proceedings regime, sought to recover damages on behalf of a wide investor class. However, the Supreme Court upheld a lower tribunal’s decision that the claim could not proceed on an opt-out basis, requiring instead that individual claimants opt in.

The judgment emphasized the insufficient participation rate among potential class members and found that an opt-out mechanism was not appropriate given the specifics of the case. Justice Vivien Rose, delivering the court’s opinion, noted that while individual claims might have merit, the representative structure lacked the cohesion and commitment necessary to justify a mass claim. As a result, the banks have succeeded in halting what would have been one of the largest collective actions in the UK to date.