A U.S.-based legal-technology firm operating an attorney and law-firm intelligence platform — needing structured law firm and attorney data across five practice areas, nationwide.

Industry

Legal Technology

Region

United States

Duration

10 Weeks

15,000+

Law Firms Covered

85,000+

Attorney Records Delivered

99%+

Data Accuracy

U.S. States Covered

Contact Sales

Client Overview

The client is a U.S.-based legal-technology firm operating an attorney and law-firm intelligence platform. Their platform serves law firms, legal marketing agencies, and legal data aggregators who need structured, accurate, and regularly refreshed data on attorneys and law firms across the United States.

To power their platform, the client required a high-volume, reliable source of structured law firm and attorney data — sourced from Martindale.com, one of the most authoritative legal directories in the country, and further enriched from individual firm websites to capture richer, attorney-level information that directories alone cannot provide.

Why Martindale.com Is a Unique Data Source

Martindale.com aggregates profile pages for hundreds of thousands of law firms and attorneys across the United States and Canada. For the client's use case, it serves as the primary discovery layer — a structured directory with firm-level metadata that would be impossible to compile manually at scale.

However, Martindale has structural limitations that made it insufficient as a standalone source:

U.S. and Canada listings are co-mingled. The client required a strict U.S.-only dataset, which Martindale does not natively separate in any exportable format. Every record had to be validated and filtered at the extraction layer.
Firm-level data is often incomplete. Attorney rosters, establishment year, leadership breakdowns, and secondary office addresses are inconsistently populated across listings.
Individual firm websites hold the richest data. Every Martindale profile links to the firm's official website, which consistently carries far more detail on attorneys, specializations, credentials, and team structure than the directory itself.

These gaps defined the two-layer approach: Martindale as the discovery and foundation layer, and individual firm websites as the enrichment layer.

Practice Areas Covered

The project covered five targeted practice areas across U.S. law firms, with strict geography filtering applied throughout:

Personal Injury
Labor & Employment
Social Security Disability
Workers' Compensation
Medical Malpractice

Data Extracted — Martindale.com (Layer 1)

Actowiz extracted a comprehensive set of structured fields from each qualifying law firm profile. Every record was filtered to U.S.-only firms before delivery.

Field	Description
title	Name of the law firm as listed on Martindale
url	Martindale profile page link for the law firm
website_url	Official website of the law firm (if available)
total_employees	Approximate firm size or headcount (if listed)
description	Short summary or overview of the firm from Martindale
full_address	Complete address including street, city, state, and zip
street_address	Street-level address only
city	City of the firm's office
state	State of the firm's office
zip	Zip/postal code
country	Country — filtered to United States only
other_address	Secondary or alternate office address (if listed)
contact	Phone number or email (if publicly available)
about	Additional firm background or descriptive content
area_of_practice	Practice areas listed for the firm
people	Attorney names or count associated with the firm
number_of_attorneys	Total practicing attorneys at the firm
partner	Count of partners listed
member	Count of member-level attorneys
establish	Year the firm was established
director	Count of attorneys with the title Director
managing_partner	Count of Managing Partners
associate	Count of Associates
founder	Count of Founders listed
wrongful_death_lawyer	Count of attorneys specializing in wrongful death
principal	Count of Principals
attorney	General attorney count (where no sub-role is listed)
associate_attorney	Count titled Associate Attorney specifically
senior_associate	Count of Senior Associates
shareholder	Count of Shareholders
of_counsel	Count of Of Counsel attorneys
founding_partner	Count of Founding Partners

Data Enrichment — Individual Firm Websites (Layer 2)

Every Martindale profile with an available website_url was passed into the enrichment layer. Actowiz built and deployed individual site crawlers to extract deeper attorney and firm intelligence directly from each firm's own website.

Law firm websites are highly heterogeneous — built across WordPress, Squarespace, custom builds, and legacy HTML, with attorney information structured differently on every site. Actowiz's AI-powered extraction handled this variation at scale across all five practice areas and all 50 U.S. states.

Attorney- and firm-level data enriched from firm websites:

Field	Notes
Attorney / Lawyer count	Often listed on website; inferred from About Us, team pages, or firm descriptions
Employee count (total)	Includes attorneys; inferred from website where not explicitly stated. Range provided where substantiated (e.g., 10–20, or 100+ if site says “hundreds of employees”)
Primary state	Based on primary office address or firm description
Primary office location	Full address of main office
All office locations	All addresses listed on the website, comma-delimited
Total offices	Count of distinct office locations
Practice Areas	All practice areas listed
Primary Practice Area	Primary practice area, if known
Practice Alignment	Defense, Plaintiff, or Both
Practice Alignment Priority	Whether predominantly a plaintiff or defense firm
Is Law Firm?	Confirms whether the domain and record is indeed a law firm (Yes/No)

Project Execution — Infrastructure

To deliver both layers at scale across all five practice areas and all 50 U.S. states, Actowiz deployed a dedicated scraping and enrichment stack:

Distributed scraping cluster with rotating proxies for resilient, large-scale collection
Headless-browser rendering to handle JavaScript-heavy and dynamically loaded firm sites
LLM-assisted extraction and classification engine for unstructured bio and team-page text
Queue-based job orchestration linking Layer 1 records to Layer 2 enrichment by firm
Centralized data store with deduplication and U.S.-state validation
Multi-stage QA combining automated validation rules with human-in-the-loop review

A Key Challenge — Practice-Area Language Varies Widely

The five practice areas are described in non-standard language across thousands of firm websites. Firms write for clients, not data systems, so simple keyword matching fails. Actowiz deployed an LLM-assisted classification engine to map real-world language to the client's internal taxonomy.

Firm Website Language	Classified As
“Hurt at work? We fight for your benefits.”	Workers' Compensation
“Occupational disease and WC appeals”	Workers' Compensation
“SSDI and SSI claims — denied benefits appeals”	Social Security Disability
“Getting disabled workers the income they deserve”	Social Security Disability
“Surgical error, misdiagnosis, and birth injury litigation”	Medical Malpractice
“Fighting insurance companies after a hospital mistake”	Medical Malpractice
“Wrongful termination, discrimination, and wage theft”	Labor & Employment
“Slip and fall, auto accidents, and catastrophic injury”	Personal Injury

Sample Records (Illustrative)

Martindale-level firm record:

Field	Value
title	Harrison & Bloom LLP
url	martindale.com/law-firms/harrison-bloom
website_url	harrisonbloomlaw.com
state	Texas
city	Houston
area_of_practice	Workers' Compensation, Personal Injury
number_of_attorneys	12
partner	3
associate	7
of_counsel	2
establish	2004
contact	(713) 555-0144

Enriched attorney record (from firm website):

Field	Value
Attorney Name	Sandra M. Reyes
Firm	Harrison & Bloom LLP
Title	Senior Partner
Practice Focus	Workers' Compensation, Occupational Disease
Bar Admissions	Texas (2001), Louisiana (2005)
Law School	University of Houston Law Center
Languages	English, Spanish
Awards	Texas Super Lawyers 2019–2024
Case Types	On-the-job injuries, toxic exposure, WC appeals
Direct Phone	(713) 555-0145

Key Challenges Solved

U.S.-only geography enforcement. Martindale co-mingles U.S. and Canadian listings. Actowiz implemented state-level filtering at the extraction layer — every record was validated against a U.S. state value in the address fields, and Canadian province records were excluded at source.
Heterogeneous website structures at scale. No two law firm websites are built the same way. The infrastructure handled static HTML, JavaScript-rendered pages, paginated attorney rosters, PDF-embedded bios, and legacy CMS formats without manual configuration per site.
Role classification from unstructured text. Attorney titles appear in free-form narrative on firm sites. The pipeline parsed team pages and bios to assign structured role labels — Partner, Associate, Of Counsel, Managing Partner, Founding Partner, and others — consistent with the client's taxonomy.
Practice-area disambiguation across five categories. Each practice area has dozens of synonyms and adjacent phrases in active use. The LLM classification layer ensured accurate tagging even with highly non-standard client-facing language.
Maintaining quality across both layers. The enrichment layer introduced firm-website quality as a new variable. Automated validation rules plus human review ensured enriched records met the same accuracy standard as the Martindale-sourced base records.

Business Impact

The client received a unified, two-source dataset — structured firm-level records from Martindale enriched with attorney-level depth from firm websites — covering all five practice areas across the entire United States, spanning 15,000+ law firms and 85,000+ attorney records, delivered in 10 weeks.

Their platform could now offer precise attorney discovery by practice focus, state, role, bar admission, experience level, and case-type specialization — granularity no single legal directory provides. Records sourced directly from firm websites are more current and complete than directory-only profiles, giving the client a meaningful data-quality advantage over competitors relying on self-reported directory listings alone.

Why the Client Chose Actowiz Solutions

Two-layer pipeline capability. Most providers can scrape a directory or a set of target websites — not both in sequence, linked at the firm level with enrichment logic connecting the two. Actowiz delivered this as a single integrated workflow.
AI-powered extraction for unstructured text. Practice-area classification from free-form bio text needs language understanding, not keyword matching. Actowiz's LLM-assisted engine handled the full range of client-facing language.
Legal-data domain expertise. Legal websites are among the most structurally varied professional-service sites on the web. Experience with bios, credentials, role taxonomies, and bar admissions translated into faster execution and higher accuracy.
No vendor lock-in. The client retained full ownership of all extracted data, pipeline code, and output files — with no dependency on any proprietary platform to access or re-run the data.
Proven delivery model. 99%+ data accuracy backed by multi-layer QA, clean delivery formats (CSV and Excel), and a dedicated account manager from kickoff through ongoing operations.

Project at a Glance

Metric	Value
Primary Data Source	Martindale.com
Secondary Data Source	Individual U.S. law firm websites
Geography	United States only — all 50 states
Practice Areas Covered	Personal Injury; Labor & Employment; Social Security Disability; Workers' Compensation; Medical Malpractice
Firm-Level Fields Extracted	30+
Attorney-Level Enrichment Fields	15+
Delivery Formats	CSV, Excel
Geography Filter	U.S. state validation at extraction layer
QA Method	Automated + human-in-the-loop

Client Feedback

"What impressed us most was Actowiz's ability to handle complex legal websites at scale. Their two-layer data pipeline provided comprehensive law firm and attorney intelligence across all 50 U.S. states, enabling us to offer richer search capabilities and more accurate legal profiles than ever before."

— Chief Product Officer, Legal Technology Company

Need structured directory or website data for your platform?

Actowiz Solutions designs custom, large-scale scraping and enrichment pipelines with 99%+ accuracy. Visit actowizsolutions.com to discuss your data requirement.

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