AI platform bets on surge in complex litigation as automation changes case landscape
NEW YORK, Jan. 14, 2026 /PRNewswire/ — Parambil, the AI platform transforming how complex litigation is evaluated and resolved, today announced it has raised $6 million in seed funding led by Bling Capital with participation from NVP Capital and strategic angels across mass torts, personal injury, and legal-tech.
But this isn’t just another legal-tech story. Parambil’s founders are betting on a fundamental shift in how justice is administered in America – and how that shift will ultimately improve healthcare itself.
The Thesis: Complex Litigation Will Explode While Simple Cases Get Commoditized
“Traditional high-volume litigation – motor vehicle accidents, slip-and-falls – will face increased margin compression due to automation,” said Sara Cordrey, CEO and co-founder. “What won’t be automated is complex litigation. Medical malpractice, birth injuries, nursing home abuse, mass torts – these require deep medical and legal nuance that general AI and algorithms cannot deliver.”
“We believe this market will explode over the next few years,” Cordrey said. “As evaluation costs come down, more people will have access to justice. Specialized firms using specialized tools will handle 10x the volume – and do it better. More people who’ve been harmed will get a shot at justice, and meritless claims get filtered out faster.”
Parambil’s customer base reflects the universal challenge of medical complexity: both plaintiff firms and defense counsel face the same 60,000-page records and need the same accurate analysis. “Whether you’re evaluating a potential claim or defending against one, the challenge is identical: understanding what happened medically, why it matters legally, and what the case is worth,” Cordrey said. “Plaintiff firms use Parambil to identify strong cases faster and reject weak ones earlier. Defense teams and corporations use it to assess exposure, prioritize resources, and develop defense strategies.”
The company’s recent expansion to serve a major cruise line demonstrates this dual-market approach – corporate defendants face the same evaluation bottlenecks as plaintiff firms when managing complex injury claims at scale.
Why This Matters Beyond the Courtroom
Parambil’s founding team sees better litigation tools as beneficial across the board – for plaintiffs, defendants, and healthcare quality.
“Nursing home cases are notoriously difficult and expensive to litigate,” said Dr. Ralph Horwitz, Chief Medical Officer and former Chair of Medicine at Yale and Stanford. “When you dramatically lower litigation costs, you change the accountability equation. Facilities that cut corners face real consequences, driving improvement across the system.”
“Firms using AI-augmented analysis are making intake decisions in days while competitors still need months – and clients notice the difference,” Cordrey said. “You cannot hire enough humans to handle the volume while maintaining quality and speed.”
Beyond Consumer AI: Built for High-Stakes Litigation
“Just like clinicians need research-grade tools like OpenEvidence for clinical decision-making, attorneys need litigation-grade tools for complex cases,” Cordrey explained. “You wouldn’t trust ChatGPT to diagnose your patient or recommend treatment. Why would you trust it to evaluate a $10 million medical malpractice case?”
In a recent demonstration, Parambil analyzed 19,000 pages of medical records from a complex hysterectomy case and identified not just the primary surgical injury, but two subsequent missed diagnoses across multiple ER visits and a 10-day cascade of preventable complications – analysis that would typically require weeks of attorney review and multiple expert consultations.
“Parambil identified all the issues – not only standard of care during the operation, but also issues in delay of diagnosis and treatment,” noted one attorney on the demo call. “I’ve never seen something do something like that.”
Parambil delivers what high stakes legal work demands: reliability, consistency, and quality at scale.
A Complete Case Intelligence System
Parambil is not a document review tool or a chatbot – it’s a living case intelligence system purpose-built for complex, high-stakes litigation.
The platform ingests and structures medical records, pharmacy records, intake data, expert reports, and legal documents – handling cases from hundreds to 60,000+ pages.
The platform is built around five core capabilities that work together as cases evolve:
The platform is SOC 2 Type II and HIPAA-compliant, enforcing the defensibility that complex litigation demands.
Early Customer Results
Parambil now serves hundreds of law firms across mass torts, personal injury, and medical malpractice, and has recently expanded to support retail corporations – including a large cruise line – in their handling complex litigation.
Early customers report:
“Game changer for my practice,” said one early adopter. “We’re evaluating cases in days that used to take us two to three months. The quality is better, the consistency is better, and our clients are noticing the difference.”
Founded by World-Class Expertise
Founded by Sara Cordrey (CEO), Liam Gordon (CTO), and Dr. Ralph Horwitz (CMO), Parambil combines expertise in data science, software engineering, medicine, and litigation strategy. Cordrey brings deep technical and healthcare domain knowledge. Gordon brings experience across clinical research and big data. Dr. Horwitz, with 30 years of clinical experience at Yale and Stanford, drives medical accuracy at scale.
Investor Perspectives
“Parambil transforms hours of manual review into minutes while increasing accuracy and consistency,” said Ben Ling, Founder of Bling Capital. “That’s not incremental improvement – it’s a fundamental shift in how complex cases are analyzed and resolved.”
Dan Borok, Partner at NVP Capital, added: “The legal system has never had a scalable way to handle the sheer volume and medical complexity embedded in high-stakes litigation until Parambil. As investors focused on AI for under-digitized industries, we were struck by the founding team’s rare combination of medical depth, litigation experience, and AI expertise. It’s exactly the mix required to transform how complex cases are analyzed, valued, and resolved.”
Dr. Jeffrey L. Horstmyer, MD, PA, angel investor and practicing neurologist, said: “As both an investor and active user, Parambil is a world-class, high-trust AI platform purpose-built for complex, high-stakes litigation. The rapid acceptance we’re seeing across the legal community reinforces our conviction that Parambil is the market leader and new standard for AI medical-legal platforms.”
What’s Next
Parambil will use the funds to accelerate platform engineering, expand domain-specific AI workflows at the intersection of medicine and law, and scale customer success to meet growing demand.
The company is hiring across roles. Learn more at https://jobs.ashbyhq.com/parambil.
About Parambil
Parambil is the high-trust case intelligence system for complex, high-value litigation. Built by medical experts from top academic institutions, former McKinsey/QuantumBlack engineers, and leading litigators, Parambil transforms medical records and legal documents into continuously updating case intelligence that attorneys can trust. Learn more at www.parambil.com.
Media Contact: [Iliana Ehrlich, iliana@parambil.com, (514) 791-6167]
SOURCE Parambil
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