Mass Tort Triage: How AI Revolutionizes Large Litigation
Mass tort litigation is a game of scale. When you are managing 10,000 plaintiffs across a single multidistrict litigation (MDL) case, the complexity isn’t just legal-it’s logisitical. Traditionally, the intake and “triage” of these cases involved massive call centers and manual record review. In 2026, AI has turned mass tort management into a high-precision science.
The Triage Bottleneck
The biggest risk in mass torts is “junk” cases-plaintiffs who don’t meet the criteria for the MDL but consume firm resources. AI “Intake Agents” now solve this problem at the point of entry.
1. Dynamic Intelligent Intake
Instead of a static web form, modern firms use AI-driven chatbots that can “interview” a potential plaintiff. These bots don’t just collect data; they analyze it in real-time. If a claimant says they used a specific product in 2012 but the litigation only covers 2015-2020, the AI can instantly disqualify the case or flag it for further investigation.
2. OCR & Medical Triage
Once intake is complete, the AI processes thousands of medical records to look for the “Specific Injury” required by the MDL. By using Named Entity Recognition (NER), the system can automatically pull diagnostic codes and dates of treatment, ranking cases by “Strength of Liability” before a human attorney ever sees them.
Streamlining the Census Form
Preparing the Plaintiff Fact Sheet (PFS) or Census Form is often the most time-consuming part of an MDL. AI agents can now auto-populate these forms by pulling data from the intake files and medical records, reducing the manual drafting time from hours to seconds per plaintiff.
Settlement Processing & Distribution
When the settlement phase arrives, AI helps calculate the individual point-scores for each plaintiff based on the court-approved matrix. This ensures that distribution is both fair and mathematically precise, reducing the risk of appeals from dissatisfied claimants.
Conclusion: Scaling with Authority
For mass tort firms, AI is the ultimate force multiplier. It allows smaller boutique firms to handle cases that previously required hundreds of employees, democratizing access to large-scale litigation and increasing the speed of justice for plaintiffs.
[*] View our Strategic Maps for mass tort workflow automation.