Cycorp
Cycorp is an Austin-based symbolic AI company founded in 1994 that builds the Cyc machine reasoning platform, serving 200+ hospitals, financial institutions, and US defense and intelligence agencies via enterprise licensing and channel partners.
- Company typePrivate
- Founded1994
- HeadquartersAustin, United States
- Headcount51–100
- GTM typeB2B
- OfferingSoftware
What Cycorp does
Cycorp is an Austin, Texas-based artificial intelligence company founded in 1994 that develops Cyc, a machine reasoning platform built on symbolic and logical AI rather than neural-network approaches. The Cyc platform encodes common-sense knowledge and domain-specific rules into a curated knowledge base, which the company reports now contains over 25 million axioms and 40,000+ predicates, served by 1,100+ specialized inference engines. The company serves enterprise and government customers across healthcare, financial services, and defense, with deployed usage at 200+ hospitals and named reference accounts including Cleveland Clinic, Goldman Sachs, the NSA, and US defense and intelligence agencies.
The product portfolio includes the Cyc Hospital Advisor (clinical workflow support), Knowledge Layer (a cross-industry knowledge platform targeting general enterprise reasoning), Leveling/Charge Capture (hospital revenue-cycle / charge integrity), and MathCraft (mathematics education). The business model is enterprise software licensing and professional services, sold through a combination of direct sales and channel partners including Accenture Interactive, HealthPoint Solutions, and TTI Vanguard. Historically the company has been largely self-funded following its origins under the Microelectronics and Computer Technology Corporation (MCC), with cumulative R&D exceeding $100M and only one disclosed outside funding event: a $7M round in July 2017.
Leadership transitioned following the death of founder Doug Lenat in 2023, with Stephen Garrison serving as co-CEO and Heath Hindman as CFO. Cycorp operates with 51-100 employees, indicating a focused, capital-efficient organization serving enterprise and government accounts rather than pursuing mass-market consumer expansion.
Cycorp firmographics
Firmographics- Name
- Cycorp
- Legal name
- Cycorp, Inc.
- Website
- https://cyc.com
- Company type
- Private
- Founded year
- 1994
- Operating status
- Operating
- Headcount range
- 51–100 employees
- Short description
- Cycorp is an Austin-based symbolic AI company founded in 1994 that builds the Cyc machine reasoning platform, serving 200+ hospitals, financial institutions, and US defense and intelligence agencies via enterprise licensing and channel partners.
- Ownership category
- akta.pro rank
Cycorp industry classification
Industry- Product category
- Enterprise AI / Knowledge Representation Software
- NAICS
- Software Publishers (51321), Computer Systems Design Services (541512), Custom Computer Programming Services (541511)
- SIC
- Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373)
- akta.pro primary industry
- Business Rules & Decision Management Platforms (BRMS/DMN) (HDAEAKAG)
- akta.pro secondary industry
- Model Transparency, Explainability & Interpretability (XAI) (HDAAAMAB)
Keywords
Where Cycorp is headquartered
LocationHeadquarters
- HQ city
- Austin
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
Cycorp business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Operations, Marketing or Sales
Revenue model
- Enterprise Software Licensing: Licensing of Cyc machine reasoning platform for enterprise deployments. Platform can be deployed on-prem or in cloud with small resource footprint. Includes integration with existing systems and workflows.
- Professional Services: Knowledge engineering, ontology development, and implementation services. Specialized professional services for connecting external data sources and customizing knowledge base for specific domains.
- Enterprise Knowledge Layer: Vertical product solution for capturing and democratizing corporate tribal knowledge. Transforms employee expertise into reusable enterprise knowledge assets.
Go-to-market motion2 records
Distribution channels2 records
Marketing channels6 records
Cycorp product offering
Product offeringCore offering
Cycorp develops and licenses the Cyc Machine Reasoning AI platform, a symbolic/logical reasoning system built on a 25+ million axiom common sense knowledge base with 1,100+ inference engines. It packages this underlying platform into vertical enterprise applications, most prominently the Cyc Hospital Advisor for healthcare operations (staffing, throughput, post-acute care forecasting) and the Leveling/Charge Capture/Denials suite, alongside a cross-industry Knowledge Layer product for codifying organizational tribal knowledge.
Product overview
Cycorp offers a Machine Reasoning AI platform with vertical enterprise products. The core offering consists of the Cyc Platform (underlying knowledge base and inference engine technology), supplemented by domain-specific applications: Cyc Hospital Advisor (hospital operations including Autonomous PAC Forecasting, Autonomous Staffing, and Autonomous Throughput modules) and Leveling/Charge Capture/Denials solutions (including Autonomous Leveling/Charge Capture and Autonomous Utilization Review/Denial Management). The Knowledge Layer product enables enterprises to capture and codify organizational knowledge. The platform is distinguished by its higher-order logic representation (CycL), massive knowledge base of 25+ million axioms, and 1,100+ inference engines capable of symbolic reasoning.
Differentiator
Problem solved
Functional benefit
Products and services
- Cyc Hospital Advisor Hospital operations platform powered by Cyc's Machine Reasoning AI that transforms or augments complex human workloads including post-acute care forecasting, staffing, patient throughput management, and autonomous hospital-wide care plan prioritization. For hospital systems and clinical operations leaders.
- Leveling, Charge Capture and Denials Autonomous revenue cycle suite that automates hospital acuity leveling and charge capture, executes payer submissions, parses denial notifications, and creates draft payer submissions grounded in patient records with full auditability. For hospital revenue cycle and billing leaders.
- Knowledge Layer Enterprise knowledge layer solution that formalizes the collection, maintenance and democratization of corporate tribal knowledge, capturing employee expertise and best practices as reusable organizational knowledge assets. For enterprise knowledge management and HR/L&D leaders.
- Cyc Platform The underlying Machine Reasoning AI platform combining a common sense knowledge base of 40,000+ predicates, 1,500,000+ concepts, and 25+ million axioms with 1,100+ inference engines and natural language interfaces, using higher-order logic (CycL) for knowledge representation. Licensed to enterprises and embedded via OEM partners.
- MathCraft An adaptive math game for middle schoolers utilizing Cyc technology to analyze each player's specific math skills and present problems that capitalize on player strengths and challenge weaknesses.
Quantifiable outcome
- 90% accurate post-acute care placement forecasting at 6 hours
- +6 more outcomes
Companies that use Cycorp
Customer profileNamed customers5 records
Segments5 records
Ideal customer profiles4 records
Cycorp technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability6 records
Feature8 records
Cycorp partnerships and signals
Strategic signalPartnerships
Three partnerships are on record, tiered notable.
- Accenture InteractivenotableCycorp partnered with Accenture Interactive to power ConnectBot, an interactive personalized experience curator. Cyc's artificial understanding capabilities were embedded into ConnectBot to enable trusted recommendations with explainable reasoning about why suggestions are made. The partnership delivered personalized guidance for SXSW Interactive 2018 attendees in Austin.
- HealthPoint SolutionsnotableHealthcare technology partner developing an AI medical platform using Cyc's cognitive intelligence. The platform prescribes more effective care pathways at lower cost by combining Cyc's logical reasoning with machine learning for human-like judgment in clinical decision support.
- TTI VanguardnotableDr. Doug Lenat is a founder and Advisory Board member of TTI Vanguard, where he co-runs four conferences annually. TTI Vanguard hosts 'Reprogramming Programming' events exploring software and AI topics.
Scale indicators7 records
Recent moves6 records
Expansion highlights3 records
Cycorp competitors and assessment
Company assessmentBroad incumbents
- IBM (Watson Health / watsonx): IBM offers enterprise AI platforms with reasoning and explainability positioning (watsonx) and a legacy Watson Health franchise in clinical and operational hospital use cases. Comparable to Cycorp as a broad incumbent pursuing healthcare AI with an emphasis on trusted, enterprise-grade deployment — though IBM's stack is far broader and more ML-centric than Cyc's symbolic core.
- Palantir Technologies: Palantir sells ontology-driven enterprise AI platforms (Foundry, AIP) for complex decision-making in healthcare, finance, and government. Comparable to Cycorp in its emphasis on a deep enterprise ontology layer, audited reasoning, and regulated-industry buyers — though Palantir's ontology is data-centric rather than logical/symbolic.
- Pegasystems: Pega provides enterprise decisioning, workflow automation, and CRM with a strong rules/decisioning heritage. Comparable to Cycorp as a broader incumbent offering explainable, deterministic decisioning for healthcare and financial services, with overlapping BRMS/DMN capability.
Direct peers
- C3.ai: C3.ai delivers enterprise AI applications for healthcare operations, financial services, and defense with model-driven architectures. Comparable to Cycorp as a horizontal enterprise AI vendor targeting the same verticals (healthcare systems, government, financial services) with packaged applications and an enterprise sales motion.
- Health Catalyst: Health Catalyst provides data and analytics platforms for hospitals and health systems, focused on operational and financial improvement. Comparable to Cycorp as a healthcare-focused AI/analytics vendor selling into the same 200+-hospital buyer profile for revenue cycle, throughput, and quality use cases.
- Olive AI: Olive (now part of its healthcare automation portfolio) built AI agents for hospital revenue cycle, utilization management, and supply chain automation. Directly comparable to Cycorp's autonomous charge capture, denial management, and PAC forecasting products in the hospital operations automation category.
- Tempus AI: Tempus provides AI-enabled precision medicine and clinical decision support to health systems. Comparable to Cycorp in serving enterprise healthcare customers with explainable AI for high-stakes clinical and operational decisions, though Tempus is data/ML-centric rather than symbolic.
- Inrule Technology: Inrule offers a business rules and decision management (BRMS) platform for enterprise automation, including healthcare and financial services. Closely comparable to Cycorp's core BRMS/DMN positioning as a symbolic, explainable decisioning engine rather than an ML system.
- UiPath: UiPath sells enterprise automation (RPA + AI) targeting healthcare, financial services, and government back-office workflows. Comparable to Cycorp in selling autonomous decisioning/automation into the same regulated verticals with a comparable enterprise sales motion.
Emerging players
- Google DeepMind: DeepMind pursues general reasoning AI and has published research combining neural and symbolic methods. Comparable to Cycorp as a frontier-AI effort working on the same 'reasoning + common sense' problem space that Cyc pioneered, with substantially larger resources and a neural-first architecture.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat4 records
Key risks5 records
Key highlights7 records
Customer concentration
Cycorp social profiles
Digital presenceCycorp financial estimates
Financial estimateRevenue estimate
Valuation estimate
Cycorp leadership team
Management profileNumber of profiles
Profiles2 records
Cycorp funding detail
Funding detailFunding overview
Funding rounds1 record
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Cycorp 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 Cycorp
What does Cycorp do?
Cycorp develops and licenses the Cyc Machine Reasoning AI platform, a symbolic/logical reasoning system built on a 25+ million axiom common sense knowledge base with 1,100+ inference engines. It packages this underlying platform into vertical enterprise applications, most prominently the Cyc Hospital Advisor for healthcare operations (staffing, throughput, post-acute care forecasting) and the Leveling/Charge Capture/Denials suite, alongside a cross-industry Knowledge Layer product for codifying organizational tribal knowledge.
Is Cycorp a public or private company?
Cycorp is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Cycorp founded?
Cycorp was founded in 1994. It employs 51 to 100 people.
Where is Cycorp based?
Cycorp is headquartered in Austin, United States, in the North America region.
How does Cycorp make money?
Three revenue lines are on record. Enterprise Software Licensing is the primary driver. The others are professional Services and enterprise Knowledge Layer.
Who are Cycorp's main competitors?
Broad incumbents on record are IBM (Watson Health / watsonx), Palantir Technologies and Pegasystems. Direct peers are C3.ai, Health Catalyst, Olive AI, Tempus AI, Inrule Technology and UiPath. Google DeepMind is listed as an emerging player.
Does Cycorp have an API?
Yes. Cycorp mentions a "Robust API and connectivity toolkits" for deployment integration. The platform supports JSON output into existing systems and workflows. Cyc can be accessed via natural language interfaces and connects to external data sources through Semantic Knowledge Source Integration (SKSI). The platform can generate SPARQL, GREMLIN, or other queries for data access. No public API documentation portal is specified; access appears to be enterprise-focused with deployment completed in weeks with less than 20 hours of staff time.
What industry is Cycorp in?
Cycorp's product category is Enterprise AI / Knowledge Representation Software. Its primary akta.pro industry code is HDAEAKAG, Business Rules & Decision Management Platforms (BRMS/DMN), with a secondary code of HDAAAMAB, Model Transparency, Explainability & Interpretability (XAI). Its NAICS code is 51321 and its SIC code is 7372.