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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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Announcements Commercial

Burford’s Q2 Profits Surge on New Capital

By John Freund |

Burford Capital has delivered its strongest quarterly performance in two years, buoyed by a swelling pipeline of high-value disputes and a fresh infusion of investor cash.

A press release in PR Newswire reveals that the New York- and London-listed funder more than doubled revenue and profitability in the three months to 30 June 2025. CEO Christopher Bogart credited “very substantial levels of new business” for the uptick, noting that demand for non-recourse financing remains “as strong as we’ve ever seen.”

The stellar quarter follows a lightning-quick, two-day debt offering in July that raised $500 million—capital Burford says will be deployed across a growing roster of commercial litigations, international arbitrations, and asset-recovery campaigns. Management also highlighted significant progress in portfolio rotations, underscoring the firm’s ability to monetise older positions while writing new ones at scale. Investors will get a deeper dive when Burford hosts its earnings call today at 9 a.m. EDT.

Burford’s results arrive amid heightened regulatory chatter in Washington and Westminster, yet the numbers suggest the industry’s largest player is unfazed—for now—by talk of disclosure mandates and tax levies. The firm emphasised that its legal-finance, risk-management and asset-recovery businesses remain uncorrelated to broader markets, a pitch that continues to resonate with pension funds and endowments hunting for alternative yield.

For litigation-finance insiders, Burford’s capital-raising prowess and improving margins could have ripple effects: rival funders may face stiffer competition for marquee cases, while law-firm partners might leverage the firm’s deeper pockets to negotiate richer portfolio deals.

Commercial Regulatory Issues

Australian High Court Ruling Strengthens Class-Action Funders

By John Freund |

Australia’s litigation-funding industry just received the judicial certainty it has craved.

Clayton Utz reports that the High Court, in Kain v R&B Investments [2025] HCA 26, unanimously held that the Federal Court may impose common-fund orders (CFOs) or funding-equalisation orders at settlement or judgment—ensuring all class members, not just those who signed funding agreements, contribute to a funder’s commission.

The Court reaffirmed Brewster’s bar on early-stage CFOs but found late-stage CFOs fall within the “just” powers of ss 33V(2) and 33Z(1)(g) of the Federal Court Act. Crucially, the bench rejected “solicitor common-fund orders,” ruling that any CFO benefiting plaintiff firms would contravene the national ban on contingency fees outside Victoria.

For funders, the decision cements the enforceability of commissions in nationwide class actions and removes a major pricing risk that had lingered since Brewster. For plaintiff firms, however, the ruling slams the door on a hoped-for new revenue channel.

The Court’s reasoning—tying funding commissions to equitable cost-sharing rather than contingency returns—will likely embolden funders to back larger opt-out claims, knowing a CFO safety-net is available at settlement. Meanwhile, plaintiff firms may redouble lobbying efforts for contingency-fee reform, particularly in New South Wales and Queensland, to reclaim ground lost in today’s judgment. Whether lawmakers move on that front will shape Australia’s funding market in the years ahead.

Case Developments Commercial

Locke Capital Backs Sarama in US $120 Million ICSID Claim Against Burkina Faso

By John Freund |

A junior gold explorer is turning to third-party capital to fight what it calls the expropriation of a multi-million-ounce deposit.

According to a press release on ACCESS Newswire, ASX- and TSX-listed Sarama Resources has drawn down a four-year, US $4.4 million non-recourse facility from specialist funder Locke Capital II LLC. The proceeds will pay Boies Schiller Flexner’s fees and expert costs in Sarama’s arbitration against Burkina Faso at the International Centre for Settlement of Investment Disputes (ICSID).

Sarama alleges the government retroactively revoked its Tankoro 2 exploration permit in 2023, halting development of the flagship Sanutura project. An arbitral tribunal chaired by Prof. Albert Jan van den Berg held its first procedural hearing on 25 July; Sarama’s memorial is due 31 October, and the company is seeking no less than US $120 million in damages.

Under the Litigation Funding Agreement, Locke’s recourse is limited to arbitration proceeds and the ownership chain of Sanutura; Sarama’s other assets remain ring-fenced. Repayment occurs only on a successful award or settlement, with Locke’s return calculated on a multiple-of-invested-capital basis and adjusted for timing.

The deal underscores the continued appetite of specialist funders for investor-state claims, particularly in the mining sector where treaty protections offer a clear legal framework and potential nine-figure payouts.