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Commercial Legal Innovation

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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Case Developments Commercial

Sony and Apple Challenge Enforceability of Litigation Funding Models

By John Freund |

A pivotal UK court case could reshape the future of litigation finance agreements, as Sony and Apple reignite legal challenges to widely used third-party funding models in large-scale commercial disputes.

An article in Law360 reports that the two tech giants are questioning the validity of litigation funding arrangements tied to multibillion-pound cartel claims brought against them. Their core argument: that certain litigation funding agreements may run afoul of UK laws governing damages-based agreements (DBAs), which restrict the share of damages a representative may take as remuneration. A previous Court of Appeal decision in PACCAR Inc. v. Competition Appeal Tribunal held that some funding models might qualify as DBAs, rendering them unenforceable if they fail to comply with statutory rules.

This resurrected dispute centers on claims brought by class representatives against Apple and Sony over alleged anti-competitive behavior. The companies argue that if the funding arrangements breach DBA regulations, the entire claims may be invalidated. For the litigation funding industry, the outcome could severely curtail access to justice mechanisms in the UK—especially for collective actions in competition law, where third-party financing is often essential.

The UK’s Competition Appeal Tribunal previously stayed the proceedings pending clarity on the legal standing of such funding arrangements. With the dispute now heading back to court, all eyes will be on whether the judiciary draws a clear line around the enforceability of funder agreements under current law.

The decision could force funders to rework deal structures or risk losing enforceability altogether. As UK courts revisit the DBA implications for litigation finance, the sector faces heightened uncertainty over regulatory compliance, enforceability, and long-term viability in complex group litigation. Will this lead to a redefinition of permissible funding models—or to a call for legislative reform to protect access to collective redress?

Case Developments Commercial

Funder’s Interference in Texas Fee Dispute Rejected by Appeals Court

By Harry Moran |

A Texas appeals court has ruled that a litigation funder cannot block attorneys from pursuing a fee dispute following a remand order, reinforcing the limited standing of funders in fee-shifting battles. In a 2-1 decision, the First Court of Appeals found that the funder’s interest in the outcome, while financial, did not confer the legal authority necessary to participate in the dispute or enforce a side agreement aimed at halting the proceedings.

An article in Law360 details the underlying case, which stems from a contentious attorney fee battle following a remand to state court. The litigation funder, asserting contractual rights tied to a funding agreement, attempted to intervene and stop the fee litigation between plaintiffs' and defense counsel. But the appellate court sided with the trial court’s decision to proceed, emphasizing that only parties directly involved in the underlying legal work—and not third-party financiers—are entitled to challenge or control post-remand fee determinations. The majority opinion concluded that the funder’s contract could not supersede procedural law governing who may participate in such disputes.

In dissent, one justice argued that the funder’s financial interest merited consideration, suggesting that a more expansive view of standing could be warranted. But the majority held firm, stating that expanding standing would invite unwanted complexity and undermine judicial efficiency.

This decision sends a strong signal to funders operating in Texas: fee rights must be contractually precise and procedurally valid. As more funders build fee recovery provisions into their agreements, questions linger about how far those rights can extend—especially in jurisdictions hesitant to allow funders a seat at the litigation table.

Commercial Regulatory Issues

Oklahoma Moves to Restrict Foreign Litigation Funding, Cap Damages

By John Freund |

In a significant policy shift, Oklahoma has enacted legislation targeting foreign influence in its judicial system through third-party litigation funding. Signed into law by Governor Kevin Stitt, the two-pronged legislation not only prohibits foreign entities from funding lawsuits in the state but also imposes a $500,000 cap on non-economic damages in civil cases—excluding exceptions such as wrongful death. The new laws take effect November 1, 2025.

An article in The Journal Record notes that proponents of the legislation, including the Oklahoma Civil Justice Council and key Republican lawmakers, argue these measures are necessary to preserve the integrity of the state's courts and protect domestic businesses from what they view as undue interference. The foreign funding restriction applies to entities from countries identified as foreign adversaries by federal standards, including China and Russia.

Critics, however, contend that the laws may undermine access to justice, especially in complex or high-cost litigation where third-party funding can serve as a vital resource. The cap on non-economic damages, in particular, has drawn concern from trial lawyers who argue it may disproportionately impact vulnerable plaintiffs without sufficient financial means.

Oklahoma’s move aligns with a broader national trend of state-level scrutiny over third-party litigation funding. Lawmakers in several states have introduced or passed legislation to increase transparency, impose registration requirements, or limit funding sources.

For the legal funding industry, the Oklahoma law raises pressing questions about how funders will adapt to an increasingly fragmented regulatory landscape. It also underscores the growing political sensitivity around foreign capital in civil litigation—a trend that could prompt further regulatory action across other jurisdictions.