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Commercial Legal Innovation

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 Fundraising

Sigma Funding Secures $35,000,000 Credit Facility, Bryant Park Capital Serves as Financial Advisor

By John Freund |

Bryant Park Capital (“BPC”) announced today that Sigma Funding has recently closed a $35 million senior credit facility with a bank lender. Sigma Funding is a rapidly growing litigation finance company focused on providing capital solutions across the legal ecosystem.

Sigma’s experienced executive team oversees a portfolio of businesses spanning insurance-linked litigation and other sectors, bringing a proven track record of successful growth and meaningful exits.

Bryant Park Capital, a leading middle-market investment bank, served as financial advisor to Sigma Funding in connection with the transaction.

“Bryant Park Capital was an indispensable advisor to Sigma and worked closely with our management team throughout the process,” said Charlit Bonilla, CEO of Sigma Funding. “BPC’s experience in the litigation finance space was critical in identifying potential banking partners and ultimately structuring our credit facility. Their extensive industry knowledge helped bring this deal to a successful close, and we are grateful for their support. We look forward to doing more business with the BPC team.”

About Sigma Funding

Founded in 2021, Sigma Funding is a leading New York–based litigation funding platform that provides pre- and post-settlement advances to plaintiffs involved in contingency lawsuits, as well as financing solutions for healthcare providers and attorneys. The company is the successor to the founders’ prior venture, Anchor Fundings, a pre-settlement litigation funder that was acquired by a competitor. 

For more information about Sigma Funding, please visit www.sigmafunding.com.

About Bryant Park Capital

Bryant Park Capital is an investment bank providing M&A and corporate finance advisory services to emerging growth and middle-market public and private companies. BPC has deep expertise across several sectors, including specialty finance and financial services. The firm has raised various forms of credit and growth equity and has advised on mergers and acquisitions for its clients. BPC professionals have completed more than 400 engagements representing an aggregate transaction value exceeding $30 billion.

For more information about Bryant Park Capital, please visit www.bryantparkcapital.com.

Commercial People Moves

Invenio Adds Litigation Finance Veteran John J. Hanley as Partner

By John Freund |

Invenio has announced the addition of John J. Hanley as a partner, bolstering the firm’s bench in litigation finance, claim monetization, and structured finance. Hanley joins Invenio with a practice that sits squarely at the intersection of complex commercial litigation and sophisticated financial structuring, advising a wide spectrum of market participants including litigation funders, claimholders, law firms, hedge funds, investment funds, and specialty finance providers.

According to Invenio's website, Hanley brings a particular focus on structuring, negotiating, and executing advanced funding arrangements across the full litigation finance lifecycle. His experience spans single-case funding, portfolio transactions, and bespoke claim monetization structures, with a notable specialization in prepaid forward purchase agreements. In addition, Hanley has advised extensively on secured lending transactions involving banks, commercial lenders, and alternative capital providers—experience that aligns closely with the hybrid legal-financial nature of modern litigation funding deals.

A post on LinkedIn announcing the move highlights that Hanley’s practice is designed to support both the capital side and the legal side of funded disputes, an increasingly important capability as funding arrangements grow more complex and interconnected with broader capital markets. His background enables him to navigate not only the legal risks inherent in funding structures, but also the financial and regulatory considerations that sophisticated investors expect to see addressed at the outset of a transaction.

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.