Coherent Knowledge
Coherent Knowledge develops ErgoAI, a proprietary semantic rules and reasoning platform that combines knowledge representation with natural language processing for enterprise compliance, clinical decision support, and defense applications. It serves financial, healthcare, government, and e-learning customers via subscription licensing, professional services, and open-source distribution.
- Company typePrivate
- Founded2013
- HeadquartersMercer Island, United States
- Headcount1–10
- GTM typeB2B
- OfferingSoftware
What Coherent Knowledge does
Coherent Knowledge is a Seattle-area private technology company founded in 2013 that develops ErgoAI, an enterprise semantic rules and reasoning platform that combines Knowledge Representation and Reasoning (KRR) with Natural Language Processing (NLP) and integration with Machine Learning (ML) outputs. ErgoAI is built on Textual Rulelog, a proprietary logical AI technology pioneered by the company's co-founders, and consists of the ErgoAI Reasoner (a reasoning engine built on the open-source XSB Prolog backbone with 40,000+ downloads) and ErgoAI Studio (an IDE for authoring, querying, and debugging knowledge with English-language explanations). The platform enables subject-matter experts to encode complex domain knowledge—regulations, policies, contracts, clinical guidance—directly from English into executable rules, then reason over enterprise data sources (SQL, SPARQL, OWL/RDF, JSON, XML, CSV, graph databases) and produce query answers with fully navigable English explanations and audit trails.
The company operates a dual commercial model: enterprise annual subscription licensing for ErgoAI with full technical support and maintenance, plus professional services for knowledge-base design, training, and custom connector development. As of the V3.0 release in 2023, ErgoAI was made fully open source on GitHub. Target verticals are Financial & Legal Services (compliance automation with named engagements including Wells Fargo, the EDM Council, and SRI International on Regulation W), Healthcare (clinical decision support via a partnership with mdlogix for behavioral health and opioid use disorder treatment), Defense & Government (US Defense Threat Reduction Agency; partner relationships with Raytheon and Lockheed Martin), and E-Learning (the Digital Socrates interactive tutoring sub-product).
The five co-founding team members are internationally recognized researchers in knowledge representation—Michael Kifer (CTO, Stony Brook), Theresa Swift (Principal Engineer, developer of XSB), Benjamin Grosof (Chief Scientist until September 2023, when he transitioned to a Program Manager role at DARPA), Janine Bloomfield (COO), and Paul Fodor (Senior Engineer, Stony Brook). The team has contributed to W3C standards (RIF, OWL 2 RL Profile, RIF-Rulelog dialect) and won the 2013 RuleML Challenge Award and a 20-Year Test of Time Award from the Association for Logic Programming. The company has no disclosed institutional funding, ~1–10 employees, and offices across the Seattle, New York, and Washington DC metro areas with some Western EU presence.
Coherent Knowledge firmographics
Firmographics- Name
- Coherent Knowledge
- Legal name
- Coherent Knowledge
- Website
- https://coherentknowledge.com
- Company type
- Private
- Founded year
- 2013
- Operating status
- Operating
- Headcount range
- 1–10 employees
- Short description
- Coherent Knowledge develops ErgoAI, a proprietary semantic rules and reasoning platform that combines knowledge representation with natural language processing for enterprise compliance, clinical decision support, and defense applications. It serves financial, healthcare, government, and e-learning customers via subscription licensing, professional services, and open-source distribution.
- Ownership category
- akta.pro rank
Coherent Knowledge industry classification
Industry- Product category
- Semantic AI Knowledge Representation Software
- NAICS
- Software Publishers (5132), Custom Computer Programming Services (541511), Computer Systems Design and Related Services (54151)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Intelligent Document Processing (IDP) & OCR Automation (HDAEAHAC)
Keywords
Where Coherent Knowledge is headquartered
LocationHeadquarters
- HQ city
- Mercer Island
- HQ country
- United States
- HQ region
- North America
Offices4 records
Markets served
Coherent Knowledge business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales, Infrastructure
Revenue model
- Software Licensing: ErgoAI is available as a commercially supported, enterprise-ready platform. The company offers licenses for the ErgoAI software including full technical support, maintenance, and prioritized bug fixes. Version 3.0 was released as fully open source.
- Professional Services: Professional services including support, training, design of solutions, design and development of knowledge bases, and development of custom software extensions such as connectors to customer enterprise environments.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise commercial license with full support and maintenance |
Go-to-market motion3 records
Distribution channels3 records
Marketing channels6 records
Coherent Knowledge product offering
Product offeringCore offering
Coherent Knowledge develops and sells ErgoAI, an enterprise AI platform that combines Knowledge Representation and Reasoning (KRR) with Natural Language Processing (NLP) to enable capture of complex organizational knowledge from English documents and automate policies, regulations, contracts, and decisions with full explanations. The platform is composed of the ErgoAI Reasoner (reasoning engine) and ErgoAI Studio (IDE), and is offered both as a commercially supported enterprise software license with professional services and as an open-source download (V3.0).
Product overview
Coherent Knowledge offers ErgoAI, a unified enterprise AI platform for knowledge representation and reasoning. The platform consists of two core components: ErgoAI Reasoner (a sophisticated reasoning engine built on XSB deductive database technology) and ErgoAI Studio (an IDE for knowledge authoring and debugging). ErgoAI V3.0 is now fully open source. The platform enables organizations to capture complex knowledge from natural language documents, encode it as executable semantic rules, and perform deep reasoning with full explanations in English. Key features include ErgoText for controlled natural language knowledge entry, and Digital Socrates for interactive e-learning tutoring. Professional services are provided for custom development, training, and support.
Differentiator
Problem solved
Functional benefit
Brands
- ErgoAI: Advanced semantic rules and reasoning platform for enterprise AI, combining Knowledge Representation and Reasoning with NLP and ML capabilities. Formerly known as Ergo Suite.
- ErgoAI Studio
- ErgoAI Reasoner
- Digital Socrates
Products and services
- ErgoAI Platform Enterprise AI knowledge representation and reasoning platform that combines semantic rules with natural language processing, enabling organizations to capture processes and automate policies, regulations, contracts, and decisions with deep reasoning and full explanations.
- ErgoAI Reasoner Reasoning engine component of the ErgoAI platform that executes queries to produce answers with explanations, including caching of conclusions, incremental maintenance, bounded rationality, defeasibility handling, and subgoal reordering optimization.
- ErgoAI Studio Integrated Development Environment (IDE) for knowledge authoring, querying, testing, and debugging in ErgoAI, including interactive explanation facility, syntax checking, fast edit-test loop, and visualization of knowledge as directed graphs.
- Digital Socrates Interactive tutoring application built on ErgoAI that automates the Socratic teaching method using semantic technology; provides answers with logical chains of reasoning, identifies student errors, suggests prerequisites, and recommends next problems for adaptive learning.
- Professional Services Custom services including ErgoAI technical support, training, design of solutions, design and development of customer knowledge bases, and development of custom software extensions such as connectors to customer enterprise environments.
Quantifiable outcome
- Compliance alert accuracy improvement through detailed explanation capabilities enabling non-technical compliance officers to understand and verify decisions
- +2 more outcomes
Companies that use Coherent Knowledge
Customer profileNamed customers7 records
Segments4 records
Ideal customer profiles4 records
Coherent Knowledge technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
Integration12 records
AI capability7 records
Feature8 records
Coherent Knowledge partnerships and signals
Strategic signalPartnerships
Eight partnerships are on record, tiered key, secondary, core and minor.
- mdlogixkeyIntegration of Coherent's ErgoAI with mdlogix's BH-Works software platform for behavioral health services to automate workflows and build clinical decision support. Currently collaborating on a NIDA-funded project exploring technology for improving care for patients with opioid use disorder (OUD).
- SRI InternationalkeyCollaboration partner in FIBO rules pilot and Regulation W proof of concept for financial regulatory compliance automation. SRI contributed as part of industry consortium led by EDM Council.
- Enterprise Data Management (EDM) CouncilkeyEDM Council organized and led the industry consortium proof-of-concept for Regulation W compliance automation using ErgoAI. The non-profit trade association is a leading advocate for data management in the financial industry.
- Wells Fargo BankkeyParticipant in EDM Council-sponsored proof of concept demonstrating automation of Regulation W compliance using ErgoAI and FIBO ontology.
- GRCTC (Governance, Risk and Compliance Technology Centre, Ireland)secondaryPartnership in the FIBO Rules pilot as part of the EDMC-sponsored proof of concept for Regulation W compliance automation.
- XSB, Inc.coreXSB is a major tool for XSB, Inc. ErgoAI uses XSB as its low-level inference engine (deductive database). Over 40,000 downloads of XSB.
- Automata Inc.secondaryPartner providing Linguist software for natural language understanding, used in demonstrations for translating English into logical knowledge.
- QuaruleminorPartner shown in customer/partner logos section, associated with business rules and compliance technology.
Scale indicators4 records
Recent moves6 records
Expansion highlights5 records
Coherent Knowledge competitors and assessment
Company assessmentBroad incumbents
- Appian: Appian is a low-code process automation and BPM platform that includes business rules, AI, and case management capabilities used across financial services, healthcare, and government. Overlaps with ErgoAI's process-automation and decision-support positioning, though broader in scope.
- C3.ai: C3.ai provides enterprise AI applications, including for financial compliance, supply chain, and defense, with an enterprise-data and model-driven approach. Compares to Coherent in selling AI to regulated enterprises (Raytheon Lockheed-tier customers) but at very different scale and scope.
- Palantir Technologies (Foundry / AIP): Palantir sells enterprise AI/data platforms to defense, intelligence, and heavily regulated commercial customers — overlapping with Coherent's customer base at Lockheed Martin, Raytheon, and US DTRA. Both compete for ontology- and rule-driven decisioning use cases in government and regulated industries, though Palantir is much broader in scope and scale.
- IBM (watsonx / Operational Decision Manager): IBM's Operational Decision Manager (ODM) and watsonx Rules are enterprise BRMS offerings providing decision automation, business rules, and governed AI for regulated industries. Overlaps with Coherent Knowledge on compliance automation, explainable rule execution, and serving financial and government buyers, though IBM operates at a much larger scale across many product lines.
Emerging players
- Franz Inc. (AllegroGraph / Common Lisp AI): Franz Inc. sells AllegroGraph, a knowledge-graph and semantic reasoning platform that integrates rules and ontologies for enterprise customers. Directly comparable to Coherent's semantic-rules and reasoning positioning, particularly for knowledge-graph-backed decisioning, at a similar niche scale.
Direct peers
- InRule Technology: InRule provides a business rules and decisioning platform for enterprise automation in financial services, insurance, and healthcare. Closely comparable to ErgoAI as a BRMS/decision automation vendor targeting the same regulated industries with authoring, execution, and explanation features.
- FICO (FICO Platform / Blaze Advisor): FICO's Blaze Advisor and Decision Management Suite are decisioning platforms widely used in banking and insurance for credit, fraud, and regulatory decision automation. Directly comparable to ErgoAI for financial compliance and decision rules, with deep penetration in the same Wells Fargo–type accounts.
- Progress Software (Corticon): Corticon is a long-standing commercial business rules management system (BRMS) used for automating decisions in financial services, insurance, and government. Directly comparable to ErgoAI as a rules-and-reasoning platform for enterprise decision automation, with similar declarative-rule authoring and explainability positioning.
- Red Hat Decision Manager (Drools / jBPM): Red Hat's Decision Manager (built on the open-source Drools/jBPM projects) provides open-source and commercial business rules and process automation for enterprise Java stacks. Highly comparable to Coherent's open-source ErgoAI V3.0 plus commercial support model, with similar target use cases in regulated industries and developer-led adoption.
- Sparkling Logic (SMARTS): Sparkling Logic's SMARTS Decision Manager is a decision automation platform for business analysts that combines rules, ML, and predictive analytics. Comparable to ErgoAI for decision automation and explainability, particularly in insurance and financial services use cases.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks7 records
Key highlights7 records
Customer concentration
Coherent Knowledge social profiles
Digital presenceCoherent Knowledge financial estimates
Financial estimateRevenue estimate
Valuation estimate
Coherent Knowledge leadership team
Management profileNumber of profiles
Profiles4 records
Coherent Knowledge funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Coherent Knowledge M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Coherent Knowledge
What does Coherent Knowledge do?
Coherent Knowledge develops and sells ErgoAI, an enterprise AI platform that combines Knowledge Representation and Reasoning (KRR) with Natural Language Processing (NLP) to enable capture of complex organizational knowledge from English documents and automate policies, regulations, contracts, and decisions with full explanations. The platform is composed of the ErgoAI Reasoner (reasoning engine) and ErgoAI Studio (IDE), and is offered both as a commercially supported enterprise software license with professional services and as an open-source download (V3.0).
Is Coherent Knowledge a public or private company?
Coherent Knowledge is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Coherent Knowledge founded?
Coherent Knowledge was founded in 2013. It employs 1 to 10 people.
Where is Coherent Knowledge based?
Coherent Knowledge is headquartered in Mercer Island, United States, in the North America region.
How does Coherent Knowledge make money?
Two revenue lines are on record. Software Licensing is the primary driver. The others are professional Services.
Who are Coherent Knowledge's main competitors?
Broad incumbents on record are Appian, C3.ai, Palantir Technologies (Foundry / AIP) and IBM (watsonx / Operational Decision Manager). Franz Inc. (AllegroGraph / Common Lisp AI) is listed as an emerging player. Direct peers are InRule Technology, FICO (FICO Platform / Blaze Advisor), Progress Software (Corticon), Red Hat Decision Manager (Drools / jBPM) and Sparkling Logic (SMARTS).
Does Coherent Knowledge have an API?
Yes. ErgoAI provides APIs that enable its components, notably ErgoAI Reasoner, to be embedded in enterprise applications. The APIs provide services for: creating engine instances, loading knowledge, reasoning to answer queries, and reasoning to obtain explanations. ErgoAI has Java and Python interfaces: the Ergo-to-Java package lets one invoke methods on Java classes from within ErgoAI Reasoner, while the Python interface allows Python programs to query and update ErgoAI knowledge bases.
What industry is Coherent Knowledge in?
Coherent Knowledge's product category is Semantic AI Knowledge Representation Software. Its primary akta.pro industry code is HDAEAHAC, Intelligent Document Processing (IDP) & OCR Automation. Its NAICS code is 5132 and its SIC code is 7372.