What McGuinness Associates does

McGuinness Associates is a privately held, founder-led information technology consultancy established in 1999 and operating out of Latham (Albany), New York, with a staff of 1-10 led by CEO/President Deborah McGuinness and COO/CFO James Benedict. The firm sells two distinct lines of professional services: (i) ontology consulting, including project planning, design, end-to-end build, review, and improvement of existing ontologies for academic, research, and enterprise clients; and (ii) expert witness and litigation support for patent cases, covering validity and infringement analysis, Markman hearing preparation, expert reports, depositions, trial testimony, due diligence, and post-issuance review work. The company also offers technology advisory services for startups and research consulting around smart web applications.

Core technology is rooted in semantic web and knowledge representation research, specifically ontology generation and management, ontology-enhanced search, configurators, and filtering object presentations. The principal's prior 18.5-year tenure at AT&T Labs-Research underpins a track record of deployed production assets: 17 configurator systems that configured over $6 billion of telecommunications equipment for AT&T and Lucent Technologies, and 10 knowledge-enhanced search applications deployed at AT&T and P-CHIP across medicine, high technology, telecommunications competitive intelligence, customer care, and staffing. Named customers and partners include AT&T, Lucent Technologies, P-CHIP, Quintillion, and Sun Microsystems (via Skadden, Arps, Slate, Meagher & Flom in the Versata v. Sun matter).

The business operates on a sales-led, direct-engagement model with contact-based, undisclosed pricing. Distribution is entirely direct, with no intermediaries, marketing channels limited to the company website and email outreach, and a single regional geographic footprint centered on the Albany, NY area. Revenue derives principally from hourly professional services engagements (expert witness work, ontology project consulting, and advisory board participation), with no disclosed subscription, licensing, or productized SaaS revenue stream.

Name

McGuinness Associates

Legal name

McGuinness Associates

Website

https://mcguinnessassociates.com

Company type

Private

Founded year

1999

Operating status

Operating

Headcount range

1–10 employees

Short description

McGuinness Associates is a privately held, founder-led IT consultancy in Albany, New York providing ontology engineering, knowledge representation consulting, expert witness services for patent litigation, and technology advisory for startups, led by Stanford professor Deborah McGuinness.

Ownership category

akta.pro rank

Headquarters

HQ city

Latham

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Services

Cost components

Personnel, Operations, Technology or R&D

Revenue model

1. Expert Witness Services: Consultation for patent litigation cases including testimony, depositions, due diligence, Markman hearing preparation, expert report preparation, and trial preparation
2. Ontology Consulting: Ontology project planning, design, and review services for organizations needing ontology development or improvement
3. Technology Advisory Services: Startup planning and advisory board work, consulting related to smart web applications

Go-to-market motion1 record

Distribution channels1 record

Marketing channels2 records

Core offering

McGuinness Associates is an information technology consulting firm that provides expert witness services for patent litigation, ontology project planning/design/review, technology advisory for startups, and research consulting for smart web applications. The firm also deploys proprietary configurator systems and knowledge-enhanced search applications built on artificial intelligence, knowledge representation, and reasoning systems.

Product overview

McGuinness Associates is an information technology consulting firm offering a portfolio of professional services and software products. The company provides expert witness services for patent litigation, ontology design and planning, technology consulting for start-ups, and research services for smart web applications. The product offerings include configurators (deployed systems for telecommunications equipment configuration) and knowledge-enhanced search applications. The Ontology and Expert Witness services serve as specialized consulting offerings, while the configurators and search products represent the company's proprietary application offerings. Deborah McGuinness, the CEO, brings expertise in artificial intelligence, knowledge representation, and reasoning systems, particularly for e-commerce applications.

Differentiator

Problem solved

Functional benefit

Products and services

• Expert Witness Services Consultation and testimony for patent litigation cases, including validity and infringement cases, Markman hearing preparation, expert report preparation, deposition preparation and execution, and trial preparation. The service is for legal teams and corporations involved in patent disputes, leveraging the technical expertise of the firm's principal in AI, knowledge representation, and software systems.
• Ontology Services Ontology project planning, design, and review services, including building ontologies from start to finish and improving existing ontologies. The service is for organizations needing professional ontology expertise, advisory board input, and academic-quality ontology development grounded in published research.
• Technology Consulting Start-up planning and advisory board work for companies seeking to leverage web technologies and Semantic Web capabilities. The service is for new ventures in the AI, Semantic Web, and e-commerce spaces that need strategic technology guidance and senior advisory board expertise.
• Research Services Consulting related to smart web applications, including artificial intelligence applications, knowledge representation, and information organization. The service is for organizations pursuing advanced research in Semantic Web, AI, and ontology-enhanced web applications.
• Configurators Intelligent configuration systems; 17 deployed systems for AT&T and Lucent Technologies having configured over $6 billion worth of telecommunications equipment.
• Knowledge-Enhanced Search Search applications enhanced with knowledge representation; 10 applications deployed within AT&T and P-CHIP for medicine, high technology, telecommunications competitive intelligence, customer care, staffing, and high tech research.

Quantifiable outcome

• Configured over $6 billion worth of telecommunications equipment through 17 deployed configurator systems
• +2 more outcomes

Named customers5 records

Segments3 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability5 records

Feature4 records

Partnerships

Three partnerships are on record, tiered core.

• AT&TcoreTechnology or IntegrationExtensive partnership through Deborah McGuinness's 18.5 years at AT&T Labs-Research. Deployed 17 configurator systems and 10 knowledge-enhanced search applications across AT&T operations including search.att.com.
• Sun MicrosystemscoreImplementation/ SI/ Consulting PartnerProvided expert witness services for Versata (Trilogy) vs. Sun Microsystems patent litigation case. Authored 800-page expert witness report that helped Sun win the $100 million damages case.
• Skadden, Arps, Slate, Meagher & FlomcoreImplementation/ SI/ Consulting PartnerWorked with this legal firm representing Sun Microsystems in the Versata patent litigation case. Provided expert witness testimony and report preparation.

Scale indicators5 records

Recent moves5 records

Expansion highlights3 records

Broad incumbents

• Accenture: Accenture operates a large IT and management consulting practice that includes AI, knowledge management, and technology advisory — adjacent to McGuinness Associates' IT consulting work but at vastly greater scale and breadth.
• Booz Allen Hamilton: Booz Allen Hamilton is a broad management and technology consulting firm with significant AI and analytics practices, comparable in service category to McGuinness Associates but serving much larger government and enterprise clients.
• Deloitte Consulting: Deloitte's consulting practice provides technology strategy, AI, and digital transformation advisory, making it a broad incumbent competitor to McGuinness Associates' technology/start-up advisory and ontology-related consulting.

Direct peers

• Franz Inc. Franz Inc. provides the AllegroGraph knowledge graph platform and AI consulting, competing directly with McGuinness Associates in ontology engineering, knowledge representation, and Semantic Web advisory work.
• Analysis Group: Analysis Group is a leading provider of economic and technical expert witness services in high-stakes litigation, directly comparable to McGuinness Associates' expert witness practice for patent cases.
• Semantic Web Company: Semantic Web Company (PoolParty) is a knowledge graph and ontology management provider with a professional services practice, directly comparable to McGuinness Associates' ontology design and consulting work.
• Cornerstone Research: Cornerstone Research provides expert testimony and consulting in commercial litigation, including technology and IP matters, overlapping directly with McGuinness Associates' patent litigation expert witness offerings.
• TopQuadrant: TopQuadrant is an ontology-focused consultancy and tooling provider whose semantic web and knowledge graph services directly overlap with McGuinness Associates' ontology design and planning offerings.
• Cambridge Semantics: Cambridge Semantics offers knowledge graph and semantic web solutions along with related professional services, making it a close comparable to McGuinness Associates' ontology-enhanced search and knowledge representation practice.

Emerging players

• Stardog: Stardog is a knowledge graph platform vendor that increasingly bundles ontology-related services, representing a newer generation of competitors to McGuinness Associates' ontology consulting practice.

Market position

Strengths4 records

Weaknesses4 records

Competitive moat3 records

Key risks5 records

Key highlights5 records

Customer concentration

Revenue estimate

Valuation estimate

Number of profiles

Profiles2 records

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 McGuinness Associates