What Mary Technology does

Mary Technology (legally DEA Technology Pty Ltd) is an Australian legal technology company founded in Sydney in 2023 that builds an AI-powered Fact Management System (FMS) for litigation and dispute lawyers. The platform extracts individual facts from uploaded legal documents — including emails, PDFs, scanned records, and handwritten notes — tags them, and links each fact back to its source page, creating a structured "Legal Fact Layer" that lawyers can query in natural language, build chronologies from, and use as the evidentiary basis for generated work product. The system is built on Microsoft Azure large language models with tenanted services for data isolation and is augmented by capabilities including custom chronologies with negative-space detection, bank statement analysis with fund tracing and anomaly flagging, and template-based drafting that grounds all outputs in uploaded evidence. The platform explicitly designs for "productive friction" — requiring lawyer verification at key steps to mitigate cognitive surrender risk in AI-assisted legal work.

The company serves three primary customer segments: litigation-focused law firms (personal injury, commercial litigation, family law), with a dedicated self-serve product-led growth motion for small-to-mid-sized firms (free tier covering the first 1,000 pages, no contracts, 30-minute demo) and an enterprise field-sales motion targeting top-tier firms, including a disclosed pilot with one of the world's ten largest law firms. Mary reports 3,000+ lawyers across 100+ Australian legal teams as customers, with named logos including Shine Lawyers, Maurice Blackburn, Hall & Wilcox, Zaparas Lawyers, Bowes Legal, and National Compensation Lawyers. Distribution combines direct self-serve signup (us.marytechnology.com), practice management system integrations (Actionstep), and event-driven demand generation across Legal Innovation & Tech Fest, AWS re:Invent, and industry podcasts.

Revenue is generated through SaaS subscriptions with tiered pricing: a freemium tier enabling trial and onboarding for SMB customers, and quote-based annual contracts for mid-market and enterprise clients. Mary Technology raised a total of approximately USD $8.9M across a September 2024 pre-seed ($1.35M), June 2025 pre-seed ($1.7M), and March 2026 seed (A$7M, ~USD $4.9M) led by OIF Ventures with Sydney Angels and Empress Capital, and was selected for the AWS Global Generative AI Accelerator in October 2025 with up to USD $1M in AWS credits. The company expanded into the US market in March 2026 with a San Francisco office and a dedicated US self-serve platform.

Name

Mary Technology

Legal name

DEA Technology Pty Ltd

Website

https://marytechnology.com

Company type

Private

Founded year

2023

Operating status

Operating

Headcount range

11–50 employees

Short description

Mary Technology is an Australian legal tech company that provides an AI-powered Fact Management System for litigation lawyers, extracting and linking facts from documents to source pages. The platform serves 3,000+ lawyers across SMB, mid-market, and enterprise law firms in Australia and the US.

Ownership category

akta.pro rank

Product category

Legal Technology Software

NAICS

Software Publishers (513210), Software Publishers (5132), Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services (5182)

SIC

Services-Computer Programming, Data Processing, Etc. (7370), Services-Computer Processing & Data Preparation (7374), Services-Computer Programming Services (7371)

akta.pro primary industry

Records Digitization & Archiving (Legacy Files, Retention Support) (BPAAAKAG)

akta.pro secondary industry

Data Entry & Form Processing (Manual Keying, Validation) (BPAAAKAC)

Keywords

• Legal technology software
• Fact management system
• Litigation document analysis
• Legal AI platform
• Chronology drafting software

Headquarters

HQ city

Sydney

HQ country

Australia

HQ region

Oceania

Offices2 records

Markets served

GTM type

B2B

Offering type

Software

Cost components

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

Revenue model

1. SaaS Subscription: Subscription-based access to the Fact Management System platform with tiered pricing based on usage and firm size. Free tier available with limited pages to enable trial and adoption.

Pricing tiers

Go-to-market motion4 records

Distribution channels3 records

Marketing channels6 records

Core offering

Mary Technology sells MARY, an AI-powered Fact Management System (FMS) SaaS platform built for litigation and dispute lawyers. The platform ingests case documents (PDFs, emails, scanned files, handwritten notes), extracts individual facts and links each one back to its source page, then enables lawyers to build custom chronologies, analyze bank statements with fund tracing and anomaly detection, and generate court-ready work product such as memos, letters, and form completions grounded entirely in uploaded evidence.

Product overview

Mary Technology offers MARY (Fact Management System / FMS), the world's first fact management platform designed specifically for litigation and dispute lawyers. The platform operates as a unified AI-powered system that transforms chaotic legal documents into verified, traceable fact records. The core FMS platform extracts facts from documents with source citations, enabling lawyers to organize, verify, and build upon case evidence. Three major capability modules extend the core platform: Custom Chronologies builds scoped timelines with negative space detection, Bank Statement Analysis enables financial document processing with plain language queries, and Template-Based Drafting generates work product from verified facts. Supporting features include natural language Q&A (Ask Anything), Relevance & Reasoning, Source Document Review, Matter Summaries, and Easy Document Upload. All outputs trace back to source documents for verification.

Differentiator

Problem solved

Functional benefit

Products and services

• MARY (Fact Management System / FMS) AI-powered SaaS platform for litigation and dispute lawyers that ingests case documents (PDFs, emails, scanned files, handwritten notes), extracts individual facts, tags each one, and links it back to its source page for verification. Includes natural language Q&A with citations, relevance ranking, source document review, matter summaries, document upload with duplicate detection, custom chronologies with gap detection, bank statement analysis with anomaly detection and fund tracing, and template-based drafting of memos, letters, and form completions grounded in uploaded evidence. Built on Microsoft Azure LLMs with tenanted services for per-client data isolation.

Quantifiable outcome

• 50-90% time savings on document review
• +6 more outcomes

Named customers9 records

Segments4 records

Ideal customer profiles3 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

Integration1 record

AI capability8 records

Feature10 records

Partnerships

One partnership is on record.

• Amazon Web Services (AWS)coreTechnology or IntegrationSelected for 2025 AWS Generative AI Accelerator (GAIA) program receiving up to USD $1 million in AWS credits, technical mentorship, and access to AWS generative AI technology stack. Eight-week program from Seattle to Las Vegas.

Scale indicators11 records

Recent moves8 records

Expansion highlights7 records

Direct peers

• Harvey: Harvey is a generative AI platform built for elite law firms, offering document analysis, drafting, and Q&A. It is the most direct competitor in the legal AI assistant category, with similar enterprise GTM motion and overlapping document-review use cases.
• Spellbook: Spellbook uses AI to assist lawyers with contract drafting and review. It overlaps with Mary on AI-assisted drafting grounded in source documents and targets a similar mid-market and enterprise law firm buyer.
• Luminance: Luminance is an AI legal platform for contract review and document analysis used by enterprise law firms and corporate legal teams. It has overlapping document-understanding and verification use cases targeted at similar large-firm buyers.

Broad incumbents

• Thomson Reuters CoCounsel: CoCounsel is Thomson Reuters' AI legal assistant suite offering document review, drafting, and legal research. As a broad incumbent with deep legal content and enterprise distribution, it competes with Mary across multiple practice workflows.
• LexisNexis Lexis+ AI: Lexis+ AI is LexisNexis's generative AI legal platform covering research, drafting, and document analysis. It is a broad incumbent with established legal content moats and global law firm relationships that overlap with Mary's enterprise ambitions.
• Relativity: Relativity is the dominant e-discovery and document review platform used by AmLaw firms and litigation teams. Its document review capabilities and enterprise customer base make it a potential competitor as it expands into AI-powered fact management.
• Reveal: Reveal is an e-discovery and document analytics platform with AI-driven review capabilities. It overlaps with Mary on document processing for litigation and competes for similar enterprise legal IT budgets.
• Clio: Clio is the leading cloud practice management platform for law firms globally. It has expanded into AI-powered features including Clio Draft and document automation, making it both a partner opportunity and a long-term competitive threat as it extends into matter-level AI.

Emerging players

• Eve: Eve is an AI legal assistant for plaintiff-side personal injury law firms. It targets a similar vertical (PI litigation) with document review and case analysis, making it a focused competitor to Mary's personal injury customer base.

Others

• Actionstep: Actionstep is a practice management system for law firms and a current integration partner. As Mary's PMS integration partner, Actionstep is both a distribution channel and a potential competitor if it embeds its own AI document analysis features.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key risks6 records

Key highlights7 records

Customer concentration

• LinkedInlinkedin.com/company/mary-technology

Compliance3 records

Revenue estimate

Valuation estimate

Number of profiles

Profiles7 records

Funding overview

Funding rounds3 records

Investors5 records

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 Mary Technology