WhyHowAI
AI-powered litigation agents for early case detection and plaintiff acquisition
What is WhyHowAI? Complete Overview
WhyHowAI is a cutting-edge legal technology platform designed to revolutionize litigation practices. It specializes in identifying emergent legal harms, acquiring plaintiffs at scale, and deploying AI-native e-discovery tools long before traditional law firms become aware of potential cases. The platform scans public data sources to detect legal risks early, applies legal logic to validate cases, and provides comprehensive support throughout the litigation process. WhyHowAI is particularly valuable for law firms focusing on mass torts and class actions, helping them move faster, uncover stronger cases earlier, and reduce costs without sacrificing precision. The system is built by a team combining Cambridge/Harvard legal expertise with PhD-level machine learning specialists, creating AI agents that deliver real-world results.
WhyHowAI Interface & Screenshots

WhyHowAI Official screenshot of the tool interface
What Can WhyHowAI Do? Key Features
Early Case Detection
WhyHowAI's advanced scanning system identifies potential legal cases 12-18 months before they become lawsuits. By monitoring forums, class action buzz, publications, scientific research, Reddit, user complaints, and FDA safety notices, the platform detects emergent legal issues before they reach mainstream attention. This early detection gives law firms a significant competitive advantage in case acquisition and preparation.
Case Validation Engine
The platform applies sophisticated legal logic to validate potential cases, delivering comprehensive reports that assess case viability. This feature reduces the time spent on case assessment by 50% compared to traditional attorney review methods, allowing firms to focus their resources on the most promising litigation opportunities.
Plaintiff Acquisition System
WhyHowAI's specialized module identifies, qualifies, and onboards real plaintiffs at scale. This system streamlines the traditionally time-consuming process of plaintiff acquisition, enabling law firms to build stronger cases faster and more efficiently.
AI-Powered Litigation Tools
The platform offers a suite of AI tools for discovery, document review, and internal case management. These tools leverage natural language processing and machine learning to analyze legal documents, identify relevant information, and support litigation strategy development.
Practice Area Specialization
WhyHowAI supports multiple legal practice areas including defective medical devices, consumer goods, consumer-protection class actions, toxic torts, environmental contamination, antitrust cases, and securities class actions. The platform's legal reasoning is codified per vertical, ensuring specialized analysis for each type of case.
Best WhyHowAI Use Cases & Applications
Mass Tort Detection
A law firm specializing in pharmaceutical litigation uses WhyHowAI to monitor FDA safety notices and medical forums. The platform detects emerging patterns of adverse drug reactions 14 months before they become formal lawsuits, allowing the firm to begin plaintiff acquisition and case preparation well ahead of competitors.
Consumer Class Action Development
A consumer protection firm employs WhyHowAI to scan Reddit discussions and product review platforms. The AI identifies a cluster of complaints about a defective household appliance, enabling the firm to build a strong class action case before the manufacturer issues a recall.
Environmental Contamination Case
WhyHowAI's monitoring of scientific research publications reveals early studies suggesting water contamination near an industrial site. A environmental law firm uses this information to begin documenting health impacts in the community, positioning themselves as leaders when the contamination becomes widely recognized.
How to Use WhyHowAI: Step-by-Step Guide
Book a discovery call through the website to discuss your firm's specific needs and practice areas. This initial consultation helps customize WhyHowAI's system to your focus areas.
The platform begins scanning public data sources based on your specified practice areas, identifying potential legal risks and emerging cases.
Receive early signals and opportunity reports detailing potential cases, complete with case summaries and actionable insights.
Use the platform's validation tools to assess case viability, applying your firm's specific legal criteria to potential cases.
Leverage the plaintiff acquisition module to identify and onboard qualified plaintiffs for validated cases.
Utilize the AI-powered litigation tools throughout the case lifecycle, from discovery through document review and trial preparation.
WhyHowAI Pros and Cons: Honest Review
Pros
Considerations
Is WhyHowAI Worth It? FAQ & Reviews
WhyHowAI combines early case detection with full litigation support, using AI to identify cases before they become lawsuits and providing tools to manage them through resolution. Unlike generic legal tech, it's specifically designed for mass tort and class action litigation.
Yes, WhyHowAI's modular system allows firms to use specific components like case intelligence or plaintiff acquisition independently, though the full value comes from integrating multiple modules.
The platform typically identifies potential cases 12-18 months before they become formal lawsuits, though this varies by practice area and data availability.
WhyHowAI supports multiple areas including defective products, consumer protection, toxic torts, environmental law, antitrust, and securities litigation.
The mass tort and class action market represents billions in potential settlements annually. WhyHowAI helps firms capture more of this value through early detection and efficient case development.