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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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Community Spotlights

Community Spotlight: Paolo Grandi, Partner, RPLT RP Legalitax

By John Freund |

Paolo Grandi is an accomplished legal expert specializing in commercial and corporate law. He advises on corporate investments, business unit transactions, capital operations, and joint ventures, taking a multidisciplinary approach to contract drafting and negotiations across sectors like energy, hi-tech, manufacturing, fashion, and real estate.

Paolo also handles litigation and arbitration in these fields, offering tailored solutions for civil, corporate, and commercial disputes. With expertise spanning environmental law, intellectual property, and technology-related crimes, he represents clients in judicial, arbitration, and mediation processes domestically and internationally. His team excels in litigation funding, risk assessment, and dispute resolution strategies.

He joined RPLT RP legalitax in 1997 and became a Partner in 2007. Beyond his legal practice, he has made notable contributions to the field, authoring publications on civil procedure, IT consultancy contracts, and hardware and software maintenance agreements. He is also a member of the Commission on Commercial Law and Practice at the International Chamber of Commerce (ICC).

Company Name and Description: RPLT. Where RP is RP Legal & Tax Professional Association, a firm founded in 1949 and present in Italy with six offices. And LT is Legalitax Studio Legale e Tributario, founded in 2013 and active in Rome and Milan. RPLT RP legalitax is the result of the merger that took place in 2023.

RPLT is a full-service reality in the legal and tax sector – and have assisted and advised dozens of companies, corporations, groups, investment funds, financial intermediaries, entities and administrations, in Italy and abroad. The partnership gives voice to the intention to combine our strategic skills and expertise to offer even more competitive, specialized and valuable professional assistance, while maintaining – in RPLT positioning idea – that matrix of independence that unites the company.

RPLT has 200 professionals including lawyers and accountants; more than 25 practice areas; 5 international desks covering Europe, Asia and Africa. RPLT adhere to the most influential international networks.

Company Website: https://www.rplt.it/en/

Year Founded: 1949

Headquarters: Turin

Other offices: Milan, Rome, Bologna, Aosta, Busto Arsizio

Area of Focus: Litigation, Commercial and Corporate Law

Member Quote: “Skill may spark success, but collaboration turns success into greatness. True victories are built on teamwork and shared vision."

Commercial Deals

NorthWall Capital’s Founder Shares Insights on Legal Assets Strategy

By Harry Moran |

Although litigation funding has grown into an increasingly mainstream sector of the broader legal services industry, the strategies that shape funders’ business models are often quite opaque to those outside the funding market.

A recent episode of the Alternative Fund Insight (AFI) podcast provided useful insights from Fabian Chrobog, founder of NorthWall Capital, who discussed the firm’s approach to legal assets and their strategy for scaleability in a wide-ranging discussion.

In the interview, hosted by Will Wainewright, Chrobog outlined NorthWall’s overall legal assets strategy: “We’ve had a lot of fun running that strategy, it’s been hugely successful. It’s generated some fairly outstanding returns for LPs and it’s something we continue to be very active in. So really what we are looking for, what we are good at, is the underwriting of complex collateral. Sometimes it’s a situational complexity, it could be these asset-backed situations which are fairly complex. 

In this case we provide loans to law firms that are secured by very large pools of potential proceeds from legal assets claims. These could be litigations that could generate in some cases hundreds of millions of revenues per case or over a dozen different cases. So, what we do is we can provide working capital to the law firm without taking security over any specific case, just saying we will get paid back from the first one, two, three cases you win or settle. 

This is not exactly rocket science because you can tell which cases are most likely to settle, because there is a lot of legal precedent or there might have already been settlement discussions. So, you provide that working capital and you effectively just underwrite the cases that you have a high degree of confidence could be successful, you zero everything else, and then you severely haircut the cases that you believe could be won or settled, and you lend against those at a very low loan to value.

At the end of the day, you just have to believe that one, maybe two, of these cases resolve and sometimes these dockets have 12, 15, 20 different cases where you should have a very high degree of certainty that you’re going to get repaid. We got into this because we started looking at one of these situations and we realised there was more to do, and we’ve been very successful in originating deal flow here.”

Asked by Wainewright about NorthWall’s decision-making process when it comes to choosing which legal situations to focus on, Chrobog said: “You’re trying to remove yourself from having to be right more frequently than you’re wrong. You’re trying to create a situation where there is really a very asymmetric risk-reward profile.

But then the way that you do it is, and what is different about NorthWall and how we approach this space, is that we’re credit investors predominantly. We’re looking at how can we reduce our downside. We always pair a credit analyst with a lawyer internally, and then we get external litigation advice to help us with the individual cases.

The credit analyst’s job is to make sure the firm doesn’t run out of money, the lawyer’s job is to make sure that we really truly understand these cases, and then the investment committee’s job is to make sure that we’ve been conservative in our underwriting process.”

Prompted by Wainewright on this being an example of the idiosyncratic strategy that you find within alternatives, Chrobog went on to expand on how NorthWall’s ensures its approach is attractive to investors.

“What you have to remember is that scalability is important. Scalability is important because the people that we have are very good and they expect to be compensated, so it’s a relatively expensive strategy to run. But our investors don’t want to invest small capital, they want to invest substantial amounts of money and they want to see it deployed. 

So, what we are really focused on is we only finance large portfolios of cases because it provides downside protection, a diversification of potential revenue streams, but it also allows for a certain element of scalability. There’s no point being in a niche strategy that you can’t scale to be meaningful.”

The full interview is available on the AFI website.

Commercial Deals

German Funder FORIS AG Highlights Strong Demand for Funding in 2024

By Harry Moran |

Whilst Germany is not a jurisdiction that is traditionally seen as a prime market for third-party legal funding, one litigation funder based out of Bonn is reporting that it has continued to see plentiful demand for dispute funding in 2024.

In an overview of its 2024 activities, Foris AG revealed that it has financed 29 new cases from almost 450 financing requests, maintaining the funder's average volume of funded cases over recent years. These new funded cases were from a range of different dispute areas including medical malpractice, inheritance, corporate and commercial contracts. The funder also saw a rise in the number of cases resolved, rising from 24 in 2023 to 33 in 2024, with FORIS AG's CEO, Frederick Iwans stating that around 80 percent of these cases reached successful resolutions.

In order to support this growth in the number of cases that FORIS AG is financing, the litigation funder and its partners launched a fund for professional investors. The fund, which has a target volume of 50 million euros, has already received its first subscriptions with Iwans saying that the high level of interest in the fund shows that litigation financing has struck a chord with potential investors.

The funder also announced that the submission of the annual report of FORIS AG with the audited annual results for 2024 is scheduled for March 28, 2025.