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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

WilmerHale Critiques VC-Style Patent Funding for Misaligned Incentives

By John Freund |

In a provocative new white paper, WilmerHale attorneys argue that venture capital–style strategies applied to patent litigation funding are fueling a wave of meritless lawsuits and stifling innovation in the U.S. tech economy.

An article in JD Supra outlines the firm's concerns about how litigation funders increasingly adopt a venture capital mindset when backing large portfolios of patent suits with the expectation that one or two major wins will offset the losses.

The paper contends that this model encourages the pursuit of weak or overbroad claims by non-practicing entities (NPEs), often through shell companies that obscure the funders' identities and incentives. In one example cited, a single defendant was forced to defend against dozens of claims, most of which were later dropped or invalidated, resulting in significant financial and operational burdens.

The authors also raise national security concerns, pointing to the lack of transparency around foreign investors that may leverage U.S. litigation as a strategic tool. In response, WilmerHale recommends mandating up-front disclosure of litigation funders, expanding fee-shifting mechanisms under laws such as 35 U.S.C. § 285, and amending the Federal Rules of Civil Procedure to improve accountability.

These calls for reform arrive at a moment of increased scrutiny on third-party litigation finance, particularly in the intellectual property space. With transparency and disclosure at the center of WilmerHale’s proposed solutions, the paper adds to a growing chorus of voices calling for more regulatory oversight in the litigation finance ecosystem.

Announcements Commercial

ILFA Welcomes Commissioner McGrath’s Rejection of EU Regulation for Third-Party Litigation Funding

By John Freund |

On 18 November 2025, European Commissioner for Justice Michael McGrath closed the final meeting of the EU’s High-Level Forum on Justice for Growth with a clear statement that the Commission does not plan new legislation on Third Party Litigation Funding (TPLF). 

He added that Forum participants also indicated that there is no need to further regulate third-party litigation funding.

Instead, Commissioner McGrath said the Commission will prioritise monitoring the implementation of the Representative Actions Directive (RAD) over any new legislative proposals. 

(video from 2.32 here). 

Paul Kong, Executive Director of the International Legal Finance Association (ILFA), said:  “We’re delighted to see Commissioner McGrath’s clear statement that EU regulation for third-party litigation funding is not planned. This appears to close any talk of the need for new regulation, which was completely without evidence and created considerable uncertainty for the sector.

Over several years, ILFA has consistently made the case that litigation funding plays a critical role in ensuring European businesses and consumers can access justice without financial limitations and are not disadvantaged against larger and financially stronger defendants. New legislation would have choked off the availability of financial support to level the playing field for claimants. 

We will continue to work closely with the Commission to share the experiences of our members on the implementation of the RAD across the EU, ensuring it also works for claimants in consumer group actions facing defendants with deep pockets.”

About ILFA

The International Legal Finance Association (ILFA) represents the global commercial legal finance community, and its mission is to engage, educate and influence legislative, regulatory and judicial landscapes as the global voice of the commercial legal finance industry. It is the only global association of commercial legal finance companies and is an independent, non-profit trade association promoting the highest standards of operation and service for the commercial legal finance sector. ILFA has local chapter representation around the world. For more information, visit www.ilfa.com or @ILFA_Official. 

About the High-Level Forum on Justice for Growth

European Commissioner for Justice Michael McGrath launched the High-Level Forum on Justice for Growth in March 2025 to bring together legal industry experts to “focus on and discuss together how justice policies can contribute to – and further support – European competitiveness and growth”. The final meeting of the Forum took place on 18 November 2025, in Brussels. 

Commercial

Litigation-Funding Investment Market to Hit USD 53.6B by 2032

By John Freund |

A new report projects that the global litigation-funding investment market will reach approximately USD 53.6 billion by 2032, growing at a compound annual growth rate (CAGR) of about 13.84 percent. This robust growth forecast is driven by increasing demand for third-party financing in commercial litigation, arbitration, and high-stakes legal disputes. Investors are seeking exposure to legal-asset strategies as an uncorrelated return stream, while funders are scaling up to handle more complex, higher-value outcomes.

According to the article in Yahoo News, the market’s expansion is fueled by several structural shifts: more claimants are accessing capital through non-traditional financing models, law firms are leaning more on outside capital to manage cost and risk, and funders are expanding their product offerings beyond single-case funding. While the base market size was not specified in the summary, earlier industry data suggests significant growth from previous levels, with the current projection indicating a several-fold increase.

Still, the path forward is not without challenges. Macroeconomic factors, regulatory ambiguity, and constraints within the legal services ecosystem could affect the pace and scale of growth. Funders will need to maintain disciplined underwriting standards and carefully manage portfolio risks—especially as the sector becomes increasingly mainstream and competitive.

For the legal funding industry, this forecast reinforces the asset class's ongoing maturation. It signals a shift toward greater institutionalization and scale, with potential implications for pricing, transparency, and regulatory scrutiny. Whether funders can balance growth with rigor will be central to the market’s trajectory over the coming decade.