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The Story of Sriracha: A Case Study in Legal Analytics and Litigation Funding

By Nicole Clark |
May 8, 2024

The Story of Sriracha: A Case Study in Legal Analytics and Litigation Funding

The following is a contributed piece by Nicole Clark, CEO and co-founder of Trellis. Trellis is pleased to offer LFJ members a complimentary 2 week free trial to its state trial court database.  Click here to access it today. 

Nobody knows exactly what happened. Each party has their own account of the events that unfolded. This, however, is what we do know. Jalapeno peppers were everywhere. Nestled within the rolling hills of Ventura County in Southern California, Underwood Ranches, a family farm operated by Craig Underwood, had been growing the fruit for the past three decades, serving as the sole supplier for Huy Fong Foods, the company responsible for sriracha. Business boomed. Both companies expanded. The world was their oyster.

Then, in 2016, the paradise they built crumbled. Huy Fong Foods filed a lawsuit against Underwood Ranches, accusing the farm of overcharging for growing costs. In response, Underwood Ranches countersued, claiming breach of contract and financial loss. After a three week trial, a jury for the Ventura County Superior Court found merit with both claims, awarding Huy Fong Foods $1.45 million and Underwood Ranches $23.3 million. Huy Fong Foods appealed the verdict, and, unable to claim its award, Underwood Ranches stood on the brink of financial collapse, left without the funds needed to pay its suppliers or its workers.

The Flames of Uncertainty

“The benefit you get from litigation is that litigation doesn’t fluctuate the same way that the markets do,” explains Christopher Bogart of Burford Capital. The financial service company had been called by the attorneys of Underwood Ranches to assist the farm, providing it with $4 million in non-recourse financing—enough to carry it through the appeal process. Still, according to Bogart, the comparative stability of litigation doesn’t eliminate the risks of financing a case like this. The risks, and the costs, can be big.

It’s easy to overlook the uncertainties embedded within the legal system. After all, this is a system that relies on precedents, a situation which suggests that the outcome of any future case should reflect that which came before. As Gail Gottehrer, an emerging technologies attorney based in New York City, remarks, “[i]f your case is similar and has similar facts to another case, the results shouldn’t be too surprising.” The problem, however, is that the results often are surprising. Judges aren’t computers. Neither are juries. They are people, filled with their own beliefs and their own experiences, both of which shape how they interpret laws, apply facts, and consider arguments.

Over the years, attorneys have developed their own rudimentary tools for grappling with this uncertainty. These rudimentary tools have now morphed into powerful machine learning technologies, packed with the ability to comb through millions of state trial court records in order to analyze court dockets, judicial rulings, and verdict data in ways that have rendered civil litigation more transparent and more predictable. But what does the story of sriracha mean for litigation funding teams? How can litigation finance companies use state trial court records to navigate uncertain legal terrains, not just for cases at the end of their lifecycle, but also for those that have only just begun?

Harvesting the Seeds

It could start with a ping. That’s just one way litigation funding companies can tap into new business opportunities. By registering for alerts with a legal analytics platform, litigation funding teams no longer need to source leads through collaborating attorneys. Alerts afford litigation funders with their own bird’s-eye view of the litigation landscape as it unfolds in real-time. These systems can notify users whenever a new case has been filed against a particular company, a new entry has been added to a case docket, or a new ruling has been issued on a legal claim.

To help manage the scale—and the urgency—of this reality, litigation funding teams can also turn to a different tool: the daily filings report. A daily filings report is a spreadsheet that contains detailed coverage of all new civil actions filed in a specific jurisdiction. Each report is emailed to subscribers every morning and includes all case data (i.e., judge, party, counsel, practice area) and metadata (i.e., case summary) as well as direct links to the docket and the complaint. With reliable access to daily filings reports, litigation funders can be the first to know about any new cases filed within a particular jurisdiction, pinpointing the most lucrative cases before anyone else.

Heat Indexing

What happens, then, when a litigation funding team finds a potential case? The daily filings report lets funders access the complaint within seconds, gathering all of the information they need to perform a Google-like search through the millions of state trial court records that have been curated by their preferred legal analytics provider. The goal? To quickly learn more about the litigation history of the parties that are named in the complaint (What other cases does Underwood Ranches have pending? What practice areas drain its budget? Who is its primary outside counsel?) and the law firm that has chosen to represent them (How experienced is Ferguson Case Orr Paterson with this jurisdiction, practice area, opposing counsel? Who are its typical clients? How were those cases resolved?).

The due diligence process deepens with a look at the merits of the case. Here, a litigation funding team can use legal analytics to follow the logics of conventional legal research. With access to a searchable database of prior decisional law, funders can conduct element-focused analyses of each asserted cause of action in the case, identifying the ways in which judges in the county have ruled on similar actions in the past. And, if a judge has already been assigned to the case, these funders can take their due diligence even further, turning their eyes to a judge analytics dashboard—an interactive interface developed by legal analytics platforms to highlight the patterns, the inclinations, and the past experiences of specific judicial officers.

Consider the dispute between Underwood Ranches and Huy Fong Foods, a case presided over by the Hon. Henry J. Walsh. According to Trellis, the average case length in Ventura County is 945 days. Knowing where Walsh sits in relation to this average, as well as the number of cases he has on deck, could help a litigation funder anticipate the likely pace of a case, a key piece of information to have when designing different investment portfolios. But what about juries? How might a jury respond to a breach of contract case in California? Legal analytics platforms like Trellis have also integrated verdict data into their systems, amending their archives of state trial court records to also include information related to case outcomes and settlement awards. A litigation funder conducting due diligence on Underwood Ranches could quickly pull a random sample of agricultural-related breach of contract claims in California, identifying the value range of verdict and settlement amounts (median: $5,650,798; average $9,331,712) and the frequency of plaintiff verdicts (62.5 percent). Litigation funders no longer need to wonder how much a case might be worth. The numbers are there.

The Spiciest Pepper

“There is idiosyncratic risk in the court system that can’t be anticipated,” begins Eva Shang, the co-founder of Legalist. It is widely known that predicting the outcome of litigation can be a risky business. Yet, there is something to be said about the magic of big numbers. Whenever we feed our computers the (meta)data of thousands of cases, deviations get smoothed out and patterns begin to emerge. By shifting our thinking away from stories about individual lawsuits, we can redirect our attention towards that which is frequent, recurrent, predictable. As a case study, the story of sriracha opens the door to a more predictable world, a world where the outcomes of litigation don’t have to fluctuate the way that markets do, not because the courtroom is inherently less uncertain than a stock exchange, but because the magic of big numbers finds increasingly novel ways to make it that way.

By Nicole Clark

CEO and co-founder of Trellis | Business litigation and labor and employment attorney

Trellis is an AI-powered legal research and analytics platform that gives state court litigators a competitive advantage by making trial court rulings searchable, and providing insights into the patterns and tendencies of your opposing counsel, and your state court judges.

Trellis is pleased to offer LFJ members a complimentary 2 week free trial to its state trial court database.  Click here to access it today. 

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Nicole Clark

Nicole Clark

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Case Developments Commercial

UK Supreme Court Upholds Key Class Action Win for Funders in Apple Case

By John Freund |

The UK Supreme Court has declined to hear Apple’s appeal in Apple Inc and others v Gutmann, leaving intact a Court of Appeal decision that significantly strengthens the position of litigation funders in collective proceedings before the Competition Appeal Tribunal (CAT).

An article in Law Gazette reports that the Supreme Court refused Apple’s petition on the grounds that it did not raise an arguable point of law, effectively endorsing the lower court’s April 2025 decision. That ruling affirmed that litigation funders can be paid directly from damages recovered in a class action before distributions are made to class members. The decision resolved longstanding ambiguity surrounding Sections 47C(3) and (6) of the Competition Act 1998 and Rule 93 of the CAT Rules 2015.

The Court of Appeal held that the CAT has wide discretionary authority to order payments to class representatives for costs, fees, and disbursements, provided such allocations are deemed fair and reasonable under the tribunal’s supervisory jurisdiction. This was a pivotal victory for claimant-side funders, who have long warned that being last in line for recovery—after damages are disbursed—posed unacceptable risk in UK opt-out cases.

Law firm Charles Lyndon, counsel for class representative Justin Gutmann, welcomed the Supreme Court’s decision not to revisit the matter, stating that it brings “welcome certainty” to the evolving collective proceedings regime and affirms the CAT’s broad discretion in addressing complex, end-of-case allocation scenarios.

This decision is expected to have a profound impact on the UK’s competition class action landscape. Funders now have greater confidence in the recoverability of their investments, potentially spurring more funding activity in CAT proceedings. The ruling may also prompt defendants to reconsider their settlement calculus, knowing that funders now enjoy a more secure repayment pathway.

Case Developments Commercial

Elite Colleges Challenge Lawyers’ Litigation Funding in Major Antitrust Case

By John Freund |

Elite U.S. universities embroiled in a high-stakes antitrust class action are now targeting the use of third‑party litigation funding by plaintiffs’ counsel in a bid to derail class certification. At issue is whether a lead firm’s reliance on external financing renders it “inadequate” under class action rules — a novel approach that raises fresh procedural and policy questions.

An article in Reuters notes the the suit alleges that Cornell, Penn, MIT, Georgetown, Notre Dame and others favored wealthy applicants over students needing financial aid, plaintiffs’ counsel (led by Gilbert Litigators & Counselors, or GLC) is facing attacks over transparency and risk allocation. The universities contend that GLC mischaracterized its financial exposure by not fully disclosing its funding arrangements. GLC responds that it only uses outside funding for a portion of its fees (covering 40% of its own, and under 16% of the aggregate) and that no court has previously held that use of funding makes class counsel inadequate. A judge has already found the funding documents “potentially relevant” to the certification motion, underscoring the stakes.

Legal commentators call this a new twist in class litigation — rather than questioning the merits or fairness of funding, defendants are now probing its procedural footprint. The case also dovetails with a broader trend: litigation funders are becoming more visible and controversial, particularly when their support is used by class‑action counsel. Reuters Meanwhile, in adjacent news, law firms are consolidating and AI‑driven tools for plaintiffs’ practices are attracting investor capital — further reshaping the economics of litigation.

This challenge could force courts nationwide to reinterpret adequacy standards in class actions, potentially chilling the use of external funding. It may also provoke funders, defense firms, and plaintiffs to recalibrate disclosure rules and risk-sharing norms across major litigation.

Case Developments Commercial

Siltstone vs. Walia Dispute Moves to Arbitration

By John Freund |

Siltstone Capital and its former general counsel, Manmeet (“Mani”) Walia, have agreed to resolve their dispute via arbitration rather than through the Texas state court system—a move that transforms a high‑stakes conflict over trade secrets, opportunity diversion, and fund flow into a more opaque, confidential proceeding.

An article in Law360 notes that Siltstone had accused Walia of misusing proprietary information, diverting deal opportunities to his new venture, and broadly leveraging confidential data to compete unfairly. Walia, in turn, has denied wrongdoing and contended that Siltstone had consented—or even encouraged—his departure and new venture, pointing to a release executed upon his exit and a waiver of non‑compete obligations.

The agreement to arbitrate was reported on October 7, 2025. From a governance lens, this shift signals a preference for dispute resolution that may better preserve business continuity during fundraising cycles, especially in sectors like litigation finance where timing, investor confidence, and deal pipelines are critical.

However, arbitration also concentrates pressure into narrower scopes: document production, expert analyses (especially of trade secret scope, lost opportunity causation, and valuation), and the arbitrators’ evaluation. One point to watch is whether interim relief—protecting data, limiting competitive conduct, or preserving the status quo—will emerge in the arbitration or via court‑ordered relief prior to final proceedings.