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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. 

About the author

Nicole Clark

Nicole Clark

Case Developments

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Case Developments Commercial

Litigation Lending Funds Woolworths Shareholder Class Action

By John Freund |

Litigation Lending Services Limited has agreed to fund a large-scale shareholder class action against Woolworths Group Ltd, adding another high-profile Australian securities claim to the growing docket of funded investor litigation. The proceeding has been filed in the Federal Court of Australia by Dutton Law and focuses on Woolworths’ alleged failure to properly disclose the financial impact of widespread employee underpayments over a lengthy period.

Litigation Lending's website notes that the claim covers shareholders who acquired Woolworths shares between 26 February 2010 and 8 September 2025. It alleges that Woolworths did not adequately record and account for employee entitlements owed to salaried staff, resulting in financial statements that understated expenses and overstated profits. According to the pleadings, these accounting issues had the effect of artificially inflating Woolworths’ share price, causing losses to investors once the extent of the underpayments began to emerge through company disclosures.

Woolworths has previously acknowledged underpayment issues across its workforce, announcing remediation programs and provisions running into the hundreds of millions of dollars. The class action contends that the company’s disclosures came too late and failed to provide the market with an accurate picture of its true financial position during the relevant period. Investors who purchased shares while the alleged misstatements were in place are now seeking compensation for losses suffered when the share price adjusted.

Participation in the class action is open to eligible shareholders on a no-cost basis, with Litigation Lending covering the legal costs of running the claim. Any funding commission or reimbursement payable to the funder would be subject to approval by the court, consistent with Australia’s regulatory framework for funded class actions.

Case Developments Commercial

Siltstone Capital Reaches Settlement with Former General Counsel

By John Freund |

Litigation funder Siltstone Capital and its former general counsel, Manmeet “Mani” Walia, have reached a settlement resolving a trade secrets lawsuit that had been pending in Texas state court. The agreement brings an end to a dispute that arose after Walia’s departure from the firm, following allegations that he misused confidential information to establish a competing business in the litigation finance space.

As reported in Law 360, Siltstone filed suit in late 2025, claiming that Walia, who had served as general counsel and was closely involved in the company’s internal operations, improperly accessed and retained proprietary materials after leaving the firm. According to the funder, the information at issue included sensitive business strategies and other confidential data central to Siltstone’s competitive position. The lawsuit asserted claims under Texas trade secrets law, along with allegations of breach of contract and breach of fiduciary duty tied to confidentiality and restrictive covenant provisions.

Walia disputed the allegations as the case moved forward, setting the stage for what appeared to be a hard-fought legal battle between the former employer and its onetime senior executive. However, before the dispute could be fully litigated, the parties opted to reach a negotiated resolution. Following the settlement, Siltstone moved to dismiss the case with prejudice, signaling that the matter has been conclusively resolved and cannot be refiled.

The specific terms of the settlement have not been made public, which is typical in cases involving alleged trade secret misappropriation. While details remain confidential, such resolutions often include mutual releases of claims and provisions aimed at protecting sensitive information going forward.

Announcements Case Developments Commercial

High Court Refuses BHP Permission to Appeal Landmark Mariana Liability Judgment 

By John Freund |

Pogust Goodhead welcomes the decision of Mrs Justice O’Farrell DBE refusing BHP’s application for permission to appeal the High Court’s judgment on liability in the Mariana disaster litigation. The ruling marks a major step forward in the pursuit of justice for over 620,000 Brazilian claimants affected by the worst environmental disaster in the country’s history. 

The refusal leaves the High Court’s findings undisturbed at first instance: that BHP is liable under Brazilian law for its role in the catastrophic collapse of the Fundão dam in 2015. In a landmark ruling handed down last November, the Court found the collapse was caused by BHP’s negligence, imprudence and/or lack of skill, confirmed that all claimants are in time and stated that municipalities can pursue their claims in England. 

In today’s ruling, following the consequentials hearing held last December, the court concluded that BHP’s proposed grounds of appeal have “no real prospect of success”. 

In her judgment, Mrs Justice O’Farrell stated:  “In summary, despite the clear and careful submissions of Ms Fatima KC, leading counsel for the defendants, the appeal has no real prospect of success. There is no other compelling reason for the appeal to be heard. Although the Judgment may be of interest to other parties in other jurisdictions, it is a decision on issues of Brazilian law established as fact in this jurisdiction, together with factual and expert evidence. For the above reasons, permission to appeal is refused”. 

At the December hearing, the claimants - represented by Pogust Goodhead - argued that BHP’s application was an attempt to overturn detailed findings of fact reached after an extensive five-month trial, by recasting its disagreement with the outcome as alleged procedural flaws. The claimants submitted that appellate courts do not re-try factual findings and that BHP’s approach was, in substance, an attempt to secure a retrial. 

Today’s judgment confirmed that the liability judgment involved findings of Brazilian law as fact, based on extensive expert and factual evidence, and rejected the defendants’ arguments, who now have 28 days to apply to the Court of Appeal.  

Jonathan Wheeler, Partner at Pogust Goodhead and lead of the Mariana litigation, said:  “This is a major step forward. Today’s decision reinforces the strength and robustness of the High Court’s findings and brings hundreds of thousands of claimants a step closer to redress for the immense harm they have suffered.” 

“BHP’s application for permission to appeal shows it continues to treat this as a case to be managed, not a humanitarian and environmental disaster that demands a just outcome. Every further procedural manoeuvre brings more delay, more cost and more harm for people who have already waited more than a decade for proper compensation.” 

Mônica dos Santos, a resident of Bento Rodrigues (a district in Mariana) whose house was buried by the avalanche of tailings, commented:  "This is an important victory. Ten years have passed since the crime, and more than 80 residents of Bento Rodrigues have died without receiving their new homes. Hundreds of us have not received fair compensation for what we have been through. It is unacceptable that, after so much suffering and so many lives interrupted, the company is still trying to delay the process to escape its responsibility." 

Legal costs 

The Court confirmed that the claimants were the successful party and ordered the defendants to pay 90% of the claimants’ Stage 1 Trial costs, subject to detailed assessment, and to make a £43 million payment on account. The Court also made clear that the order relates to Stage 1 Trial costs only; broader case costs will depend on the ultimate outcome of the proceedings. 

The costs award reflects the scale and complexity of the Mariana case and the way PG has conducted this litigation for more than seven years on a no-win, no-fee basis - funding an unprecedented claimant cohort and extensive client-facing infrastructure in Brazil without charging clients. This recovery is separate from any damages award and does not reduce, replace or affect the compensation clients may ultimately receive.