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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

Malaysia Launches Modern Third-Party Funding Regime for Arbitration

By John Freund |

Malaysia has officially overhauled its legal framework for third-party funding in arbitration, marking a significant development in the country’s dispute finance landscape. Effective 1 January 2026, two key instruments, the Arbitration (Amendment) Act 2024 (Act A1737) and the Code of Practice for Third Party Funding 2026, came into force with the aim of modernising regulation and improving access to justice.

An article in ICLG explains that the amended Arbitration Act introduces a dedicated chapter on third-party funding, creating Malaysia’s first comprehensive statutory foundation for funding arrangements in arbitration. The reforms abolish the long-standing common law doctrines of maintenance and champerty in the arbitration context, removing a historical barrier that could render funding agreements unenforceable on public policy grounds.

The legislation also introduces mandatory disclosure requirements, obliging parties to reveal the existence of funding arrangements and the identity of funders in both domestic and international arbitrations seated in Malaysia. These changes bring Malaysia closer to established regional arbitration hubs that already recognise and regulate third-party funding.

Alongside the legislative amendments, the Code of Practice for Third Party Funding sets out ethical standards and best practices for funders operating in Malaysia. The Code addresses issues such as marketing conduct, the need for funded parties to receive independent legal advice, capital adequacy expectations, the management of conflicts of interest, and rules around termination of funding arrangements. While the Code is not directly enforceable, arbitral tribunals and courts may take a funder’s compliance into account when relevant issues arise during proceedings.

The Legal Affairs Division of the Prime Minister’s Department has indicated that this combined framework is intended to strike a balance between encouraging responsible third-party funding and improving transparency in arbitration. The reforms also respond to concerns raised by high-profile disputes where funding arrangements were not disclosed, highlighting the perceived need for clearer rules.

Commercial

ProLegal Unveils Full-Stack Legal Support Beyond Traditional Funding

By John Freund |

ProLegal, formerly operating as Pro Legal Funding, has announced a strategic rebrand and expansion that reflects a broader vision for its role in the legal services ecosystem. After nearly a decade in the legal finance market, the company is repositioning itself not simply as a litigation funder, but as a comprehensive legal support platform designed to address persistent structural challenges facing plaintiffs and law firms.

The announcement outlines ProLegal’s evolution beyond traditional pre-settlement funding into a suite of integrated services intended to support cases from intake through resolution. Company leadership points to longstanding industry issues such as opaque pricing, misaligned incentives, and overly transactional relationships between funders, attorneys, and clients. ProLegal’s response has been to rethink its operating model with a focus on collaboration, transparency, and practical support that extends beyond capital alone.

Under the new structure, ProLegal now offers a range of complementary services. These include ProLegal AI, which provides attorneys with artificial intelligence tools for document preparation and case support, and ProLegal Live, a virtual staffing solution designed to assist law firms with intake, onboarding, and administrative workflows.

The company has also launched ProLegal Rides, a transportation coordination service aimed at helping plaintiffs attend medical appointments that are critical to both recovery and case valuation. Additional offerings include a law firm design studio, a healthcare provider network focused on ethical referrals, and a centralized funding dashboard that allows for real-time case visibility.

Central to the rebrand is what ProLegal describes as an “Integrity Trifecta,” an internal framework requiring that funding advances meet standards of necessity, merit, and alignment with litigation strategy. The company emphasizes deeper engagement with attorneys, positioning them as strategic partners rather than intermediaries.

Case Developments Commercial

Litigation Funder Sues Client for $1M Settlement Proceeds

By John Freund |

A Croton-on-Hudson-based litigation financier has filed suit against a former client following a roughly $1 million settlement, alleging the funded party failed to honor the repayment terms of their litigation funding agreement. The dispute highlights the contractual and enforcement challenges that can arise once a funded matter reaches resolution.

According to Westfair Online, the financier provided capital to support a plaintiff’s legal claim in exchange for a defined share of any recovery. After the underlying litigation concluded with a significant settlement, the funder alleges that the plaintiff refused to authorize payment of the agreed-upon amount. The lawsuit claims breach of contract and seeks to recover the funder’s share of the settlement proceeds, along with any additional relief available under the agreement.

The case underscores a recurring tension within the litigation funding ecosystem. While funders assume substantial risk by advancing capital on a non-recourse basis, they remain dependent on clear contractual rights and post-settlement cooperation from funded parties. When those relationships break down, enforcement actions against clients, though relatively uncommon, become a necessary tool to protect funders’ investments.

For industry participants, the lawsuit serves as a reminder that even straightforward single-case funding arrangements can result in contentious disputes after a successful outcome. It also illustrates why funders increasingly emphasize robust contractual language, transparency around settlement mechanics, and direct involvement in distribution processes to reduce the risk of non-payment.