What Whyhow.ai does

Whyhow.ai is a privately held AI-powered litigation intelligence company founded in 2024 and based in San Francisco. It builds software that helps plaintiff-side law firms identify emerging mass tort and class action opportunities, qualify and onboard plaintiffs, and run AI-assisted litigation workflows. The platform combines NLP and machine learning with expert reasoning maps, which encode how experienced attorneys evaluate potential cases, and a CatBoost-based MDL outcome prediction model that has demonstrated 73% accuracy on 2005-2023 court docket data.

The company's product surface is structured as a five-module ecosystem: a Case Intelligence Engine that scans public data for legal risks, a Plaintiff Acquisition Module for identifying and onboarding plaintiffs at scale, AI-Powered Litigation Tools for discovery and document review, Opportunity Reports delivering ranked and auditable case leads, and Practice Area Logic that codifies domain-specific legal reasoning. Supporting the ecosystem are TortSignal, which processes millions of legal and regulatory data points weekly across FDA, MAUDE, NHTSA, OSHA, EPA, FTC, court, and open-web sources, and Liability Watch, a dashboard for ongoing case-signal monitoring. The platform explicitly spans seven practice areas including defective medical devices, consumer goods, toxic tort, automobile manufacturers, antitrust, and securities class actions.

Whyhow.ai sells to enterprise plaintiff litigation firms on a quote-based subscription/recurring model via direct field sales, with discovery calls booked through Calendly. The company is privately funded, backed by advisors and angel investors from leading litigation firms, venture funds, and legal tech companies, and has no disclosed institutional funding rounds, revenue, or ARR in the available source material.

Name

Whyhow.ai

Legal name

WHYHOW AI

Website

https://whyhow.ai

Company type

Private

Founded year

2024

Operating status

Operating

Headcount range

1–10 employees

Short description

Whyhow.ai builds AI-powered litigation intelligence software that helps plaintiff-side law firms detect emerging mass tort and class action cases, acquire plaintiffs at scale, and run AI-assisted discovery and document review workflows.

Ownership category

akta.pro rank

Product category

Legal Technology

NAICS

Software Publishers (5132), Custom Computer Programming Services (541511)

SIC

Services-Computer Programming, Data Processing, Etc. (7370)

akta.pro primary industry

Audit, Explainability & Accountability Tooling (traceability, reporting) (HDAAAKAL)

akta.pro secondary industry

AI Governance, Risk & Compliance (GRC) Platforms (HDAAAMAA)

Keywords

• Litigation intelligence software
• Plaintiff acquisition platform
• Mass tort analytics
• Legal AI tools
• E-discovery automation

Headquarters

HQ city

San Francisco

HQ country

United States

HQ region

North America

Markets served

GTM type

B2B

Offering type

Software

Cost components

Personnel, Technology or R&D, Marketing or Sales, Operations, Infrastructure

Revenue model

1. Litigation Intelligence Services: AI-powered case intelligence, plaintiff acquisition, and litigation support services sold to law firms on a subscription or custom engagement basis. Services include early case detection, opportunity reports, and plaintiff onboarding.

Go-to-market motion1 record

Distribution channels1 record

Marketing channels3 records

Core offering

Whyhow.ai builds an AI-powered litigation intelligence platform that helps plaintiff-side law firms detect mass tort and class action risks earlier, acquire plaintiffs at scale, and run AI-native e-discovery and litigation support workflows. The platform processes millions of legal and regulatory data points weekly using expert reasoning maps to score and triage potential cases, and is sold as a modular ecosystem (Case Intelligence Engine, Plaintiff Acquisition, AI-Powered Litigation Tools, Opportunity Reports, Practice Area Logic) via direct enterprise sales.

Product overview

Whyhow.ai offers a modular AI-powered litigation intelligence ecosystem with five independent but complementary modules that work together to compound value. The core platform consists of a Case Intelligence Engine (scans public data for legal risks), Plaintiff Acquisition Module (identifies and onboards plaintiffs at scale), AI-Powered Litigation Tools (discovery and doc review), Opportunity Reports (case summaries with actionable insights), and Practice Area Logic (codified legal reasoning per vertical). Supporting the ecosystem, TortSignal processes millions of signals weekly using expert reasoning maps to filter and rank defensible leads, while Liability Watch provides an ongoing dashboard for monitoring case signals. Each module works independently but they integrate to form a full-stack AI system that scales with the law firm's practice.

Differentiator

Problem solved

Functional benefit

Brands

• Liability Watch: Dashboard product for monitoring potential cases
• TortSignal
• Case Intelligence Engine
• Plaintiff Acquisition
• AI-Powered Litigation Tools

Products and services

• TortSignal Processes millions of legal and regulatory data points weekly across government, court, industry, and open web sources using expert reasoning maps to automate filtering, scoring, and triage of potential mass tort and class action leads; delivers ranked, defensible cases with complete audit trails for plaintiff-side litigation law firms.
• Liability Watch Dashboard product for monitoring and tracking potential legal cases and liability signals, providing ongoing case intelligence updates to plaintiff-side litigation law firms. Accessible at dashboard.whyhow.ai.
• Case Intelligence Engine Module that scans public data sources (government, court, industry, and open web) to identify legal risks and potential case opportunities before competitors; serves as the foundational module of the Whyhow.ai litigation intelligence ecosystem for plaintiff-side law firms.
• Plaintiff Acquisition Module Identifies, qualifies, and onboards real plaintiffs at scale for litigation firms, supporting efficient building of plaintiff rosters for mass tort and class action cases.
• AI-Powered Litigation Tools AI-native e-discovery, document review, and internal AI tools that support litigation teams throughout the case lifecycle, supplementing firms' existing technology stacks with discovery and case support automation.

Quantifiable outcome

• Cases detected 18 months before lawsuit filed
• +3 more outcomes

Named customers1 record

Segments2 records

Ideal customer profiles1 record

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability7 records

Feature6 records

Scale indicators7 records

Recent moves6 records

Expansion highlights4 records

Direct peers

• Luminance: Luminance builds AI for legal document review and contract analysis used by law firms and in-house legal teams globally. It is a direct peer as an AI legal tools vendor with comparable NLP-driven workflows.
• Harvey AI: Harvey builds domain-specific generative AI for elite law firms across practice areas, including litigation. It is a direct peer as a vertical AI platform sold enterprise to law firms with comparable customers and similar revenue model.
• Everlaw: Everlaw provides AI-powered e-discovery and litigation platforms to plaintiff and defense firms. It is a direct peer in AI-native litigation tooling, with overlapping discovery and document review workflows.
• Casetext / Thomson Reuters CoCounsel: Casetext was acquired by Thomson Reuters and folded into CoCounsel, its flagship generative AI legal research and drafting assistant for law firms. It is directly comparable as an AI-native legal intelligence tool serving practicing attorneys with model-driven outputs.

Emerging players

• Ironclad: Ironclad is an AI-powered contract lifecycle management platform that some law firms use. It overlaps as an AI-native legal workflow product serving enterprise legal teams with similar machine learning architecture and buyer profiles.
• Evisort: Evisort applies LLM-based intelligence to legal document analysis for enterprises and law firms. It is comparable as an AI-driven legal document intelligence platform, with overlapping NLP capabilities though narrower focus on contracts.
• Premonition Analytics: Premonition provides litigation analytics, including judge and attorney performance data, used by plaintiff and defense lawyers. It overlaps as a litigation intelligence data vendor focused on outcomes and case selection for similar buyer profiles.

Broad incumbents

• Lex Machina (LexisNexis): Lex Machina provides legal analytics, including MDL and case outcome data, to litigators. It is comparable as a data-driven litigation intelligence incumbent serving plaintiff and defense counsel, though backed by LexisNexis's broader legal data portfolio.
• Relativity (RelativityOne): Relativity is a leading e-discovery platform with AI-assisted review and analytics used by plaintiff firms. It is comparable as an AI-enabled litigation tool serving similar customers with document review and case analytics capabilities.
• Onit (Kira Systems): Onit acquired Kira Systems and offers AI contract analysis and legal workflow tools to enterprise legal departments and law firms. It is comparable as a broader AI legal platforms incumbent with overlapping document intelligence capabilities.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

Revenue estimate

Valuation estimate

Number of profiles

Profiles1 record

Funding overview

Funding rounds

Investors

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Whyhow.ai