Quantellia
Quantellia is a Sunnyvale-based Decision Intelligence software and services company founded in 2010, offering the World Modeler platform that uses causal simulation and Causal Decision Diagrams to help enterprises connect actions to outcomes. It serves government, financial services, legal, healthcare, and education customers.
- Company typePrivate
- Founded2010
- HeadquartersSunnyvale, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What Quantellia does
Quantellia is a Sunnyvale, California-based private company founded in 2010 by Dr. Lorien Pratt and Mark Zangari that builds and sells Decision Intelligence (DI) software and services. Its core product is the World Modeler platform — a self-service Decision Intelligence system that uses Causal Decision Diagrams (CDDs) to map actions to outcomes, run causal simulations, perform what-if and sensitivity analysis, and optimize decisions across strategic, tactical, and operational levels. The platform includes a hierarchical Decision Model Repository with role-based access and template libraries, a simulation engine with parallelization, an optimization suite spanning derivative-free, gradient, evolutionary, and global methods (e.g., Nelder-Mead, BFGS, CMA-ES, simulated annealing), and a REST API compliant with the OpenDI interoperability standard. Deployment options include cloud-hosted, private cloud, and on-premise, and the platform natively references ML models, LLMs, agents, and web APIs as first-class assets. The proprietary World Modeler architecture has approximately 20 years of market history, and Quantellia positions itself as the inventor of Decision Intelligence as a discipline.
Quantellia monetizes through three primary revenue streams: (1) subscription licensing of the World Modeler platform under custom multi-year enterprise contracts plus a monthly self-service tier (World Modeler Studio); (2) professional services including DI Strategic Advisory, DI Implementation Services, custom ML/GenAI software development, and training/workshops ranging from one-hour briefings to multi-day sessions; and (3) educational and content offerings including the IDI self-paced course, the GSWDI live cohort course, and two published books ('Link' and 'The Decision Intelligence Handbook'). Pricing is quote-based and not publicly disclosed. The go-to-market is hybrid, combining enterprise field sales driven by Calendly consultations with product-led growth via the low-code World Modeler Studio, supported by a global network of DI asset providers and a growing ecosystem of Decision Intelligence Service Providers (DISPs) and Decision Intelligence Infrastructure Providers (DIIPs). Customer segments include large enterprises undergoing digital transformation, analytics and data leadership teams, DISPs/DIIPs, software development teams, and strategy programs; named customers span the US Department of Energy, the Administrative Office of the US Courts, the Colorado Bureau of Investigation, First Bank and Trust, Fenwick & West LLP, Monmouth University, Climate PI, DigitalDX Ventures, and Astral Insights.
Quantellia firmographics
Firmographics- Name
- Quantellia
- Legal name
- Quantellia
- Website
- https://quantellia.com
- Company type
- Private
- Founded year
- 2010
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- Quantellia is a Sunnyvale-based Decision Intelligence software and services company founded in 2010, offering the World Modeler platform that uses causal simulation and Causal Decision Diagrams to help enterprises connect actions to outcomes. It serves government, financial services, legal, healthcare, and education customers.
- Ownership category
- akta.pro rank
Quantellia industry classification
Industry- Product category
- Decision Intelligence Software
- NAICS
- Computer Systems Design Services (541512), Custom Computer Programming Services (541511), Management Consulting Services (54161), Computer Systems Design and Related Services (54151)
- SIC
- Services-Computer Programming Services (7371), Services-Computer Integrated Systems Design (7373), Services-Management Consulting Services (8742), Services-Computer Programming, Data Processing, Etc. (7370)
- akta.pro primary industry
- Scenario Planning, Forecasting Platforms & Planning Intelligence (HDAAAHAL)
- akta.pro secondary industries
- AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ), Generative AI & LLM Solutions Services (RAG, Agents, Copilots) (BPAEAHAG), Business Rules & Decision Management Platforms (BRMS/DMN) (HDAEAKAG), MLOps/LLMOps & Model Lifecycle Management Services (BPAEAHAH)
Keywords
Where Quantellia is headquartered
LocationHeadquarters
- HQ city
- Sunnyvale
- HQ country
- United States
- HQ region
- North America
Markets served
Quantellia business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Others
Revenue model
- Software Platform (World Modeler): Licensing and subscription revenue from the World Modeler platform, available as cloud-hosted, private cloud, or on-premise deployment options.
- Professional Services: DI Strategic Advisory, DI Implementation Services, Software Development, ML/GenAI Implementation, and training/workshop services delivered by the Quantellia team.
- Training and Courses: IDI (Introduction to Decision Intelligence) self-paced course, GSWDI live cohort course, workshops ranging from one-hour to multi-day sessions.
- Books and Publications: Sale of 'Link' and 'The Decision Intelligence Handbook' books.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Multi-year contract | Enterprise Solutions - Custom pricing based on scope and deployment |
| Subscription | Monthly | World Modeler Studio Self-Service |
| Unit Pricing | One time/ perpetual license | Workshops and Training |
Go-to-market motion2 records
Distribution channels4 records
Marketing channels8 records
Quantellia product offering
Product offeringCore offering
Quantellia develops and sells the World Modeler Decision Intelligence platform, a software product that uses Causal Decision Diagrams (CDDs) to model causal relationships between actions and business outcomes, enabling scenario simulation, decision optimization, and integration with ML models, LLMs, and agents. The company also provides professional services including DI Strategic Advisory, DI Implementation Services, and AI/ML Solutions development, along with training courses (IDI, GSWDI) and published books (Link, The Decision Intelligence Handbook).
Product overview
Quantellia offers a unified Decision Intelligence platform centered on the World Modeler product, which consists of World Modeler (core platform), World Modeler Studio (low-code visual modeling interface), and World Modeler Server (API infrastructure). The platform enables organizations to map causal relationships between actions and outcomes through Causal Decision Diagrams (CDDs), simulate scenarios, and optimize decisions. Beyond the core software platform, Quantellia provides professional services including DI Strategic Advisory, DI Implementation Services, and AI/ML Solutions. Educational offerings include IDI and GSWDI courses, workshops, and two published books (Link and The Decision Intelligence Handbook).
Differentiator
Problem solved
Functional benefit
Brands
- World Modeler™: Self-service decision intelligence platform that helps organizations design and deploy systems that recommend actions to achieve outcomes. It connects choices of actions and outcomes with data, machine learning, AI, and more.
- World Modeler Studio™
- World Modeler Server™
- World Learner™
- Agile AI™
- Causal Decision Diagram (CDD)
Products and services
- World Modeler Self-service Decision Intelligence platform that helps organizations design and deploy systems that recommend actions to achieve desired outcomes. Connects action choices and outcomes with data, ML, AI, and causal simulation through Causal Decision Diagrams (CDDs). Includes visual model development, scenario simulation, optimization, and enterprise integration via REST API. Available via World Modeler Studio (low-code interface) and World Modeler Server (API backend) for cloud-hosted, private cloud, or on-premise deployment.
- AI/ML Solutions Software development and AI/ML implementation services for organizations requiring custom AI/ML systems. Services include LLM/GenAI integration, deep learning, decision trees, and transfer learning using the Agile AI goal-first methodology. Engagements span requirements elicitation, application design, data preparation, proofs of concept, and production systems.
- DI Strategic Advisory Advisory and strategic planning services for organizations seeking to improve decision-making, plus support for the emerging DI vendor and services market including Decision Intelligence Service Providers (DISPs) and Decision Intelligence Infrastructure Providers (DIIPs). Includes thought leadership, courses, and multichannel content leveraging hundreds of thousands of followers.
- DI Implementation Services Comprehensive Decision Intelligence solutions ranging from one-hour workshops to multi-year enterprise projects. Services include Causal Decision Diagram (CDD) elicitation sessions, DI chatbot development, and integration with a global network of DI asset providers offering data, AI models, econometric models, and simulations.
- Introduction to Decision Intelligence (IDI) Self-paced online course teaching the core Decision Intelligence modeling method, including mapping decisions using Causal Decision Diagrams and identifying where data or AI could improve outcomes.
- Getting Started with Decision Intelligence (GSWDI) Live cohort version of IDI with additional elements including live instruction sessions, feedback on decision models, peer interaction, and graded work with certificate.
- Link (book) Book explaining how decision models connect data systems to outcomes across organizations and policy contexts.
- The Decision Intelligence Handbook Collection of perspectives from practitioners and researchers working in the emerging discipline of Decision Intelligence.
Quantifiable outcome
- Decision Intelligence market projected to reach $42.51 billion by 2030, growing at 19.7% CAGR
Companies that use Quantellia
Customer profileNamed customers11 records
Segments5 records
Ideal customer profiles5 records
Quantellia technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- Yes
- API docs
- API detail
Core technology
AI maturity
App detail
AI capability9 records
Feature8 records
Quantellia partnerships and signals
Strategic signalPartnerships
Five partnerships are on record, tiered core and minor.
- OpenDI (Open Decision Intelligence)coreOpenDI is an industry standards initiative that Quantellia supports for open architecture in decision intelligence. The World Modeler platform is OpenDI-compatible, meaning it interoperates with other software in the OpenDI ecosystem. This partnership establishes industry standards and promotes interoperability across DI tools and platforms.
- Human Genome ProjectminorQuantellia's team delivered ML solutions to the Human Genome Project, representing an early partnership in scientific research computing. This historical engagement demonstrates the team's long-standing experience in complex data-driven projects.
- DigitalDX VenturesminorMichele Colucci, CEO of DigitalDX Ventures, has provided testimonial endorsement of Quantellia's capabilities in delivering data-driven solutions. The partnership represents advisory relationship in the health tech/decision intelligence space.
- Astral InsightsminorAlfonso Albuquerque, Managing Partner at Astral Insights, uses Decision Intelligence for consulting work after being inspired by Dr. Lorien Pratt. This represents a partnership in the DI services ecosystem, with practitioners applying Quantellia's methodology.
- Climate PIminorJennie-Marie Larsen, CEO of Climate PI, collaborated with Quantellia on climate solutions innovation. The partnership involves generative AI projects and ideation around climate technology solutions.
Scale indicators6 records
Recent moves5 records
Expansion highlights5 records
Quantellia competitors and assessment
Company assessmentBroad incumbents
- Palantir Technologies: Palantir's Foundry and Gotham platforms provide decision-support and operational decision intelligence for enterprises and governments, overlapping with Quantellia's causal-simulation and decision-modeling positioning at much larger scale.
- C3.ai: C3.ai sells enterprise AI applications for decision support across industries, directly competing with Quantellia's positioning of World Modeler as a goal-first AI platform for operational and strategic decisions.
- Databricks: Databricks' Data Intelligence Platform increasingly embeds decision-support, ML, and GenAI capabilities that overlap with Quantellia's platform story, giving enterprise buyers a bundled alternative from a much larger vendor.
- DataRobot: DataRobot provides an enterprise AI/ML platform with model lifecycle management and decision optimization features, competing with Quantellia's ML/AI implementation services and decision-modeling workflows.
- Alteryx: Alteryx's analytics-automation platform targets similar business-user and analyst personas, with growing decision-intelligence and AI features that overlap with Quantellia's World Modeler Studio use cases.
- H2O.ai: H2O.ai offers an end-to-end AI platform (H2O AI Cloud) covering model development, deployment, and decision applications, comparable to Quantellia's AI/ML services and World Modeler optimization capabilities.
Direct peers
- Tellius: Tellius is a decision intelligence platform that combines AI-driven analytics, causal analysis, and automated insights — closely aligned with Quantellia's World Modeler in target use case and customer (analytics and BI leaders).
- Aera Technology: Aera offers a 'self-driving' decision intelligence platform that ingests enterprise data and recommends business actions, directly comparable to Quantellia's action-to-outcome causal modeling and optimization.
- Pyramid Analytics: Pyramid Analytics prominently uses the 'decision intelligence' category to describe its augmented analytics platform, making it a direct conceptual peer to Quantellia in market positioning.
Emerging players
- Domino Data Lab: Domino provides an enterprise MLOps and data-science platform that enables organizations to build, deploy, and monitor decision models, making it a relevant peer for Quantellia's ML/AI implementation and platform offerings.
Market position
Strengths5 records
Weaknesses4 records
Competitive moat5 records
Key risks5 records
Key highlights7 records
Customer concentration
Quantellia social profiles
Digital presenceQuantellia financial estimates
Financial estimateRevenue estimate
Valuation estimate
Quantellia leadership team
Management profileNumber of profiles
Profiles2 records
Quantellia funding detail
Funding detailFunding overview
Funding rounds1 record
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Quantellia 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 Quantellia
What does Quantellia do?
Quantellia develops and sells the World Modeler Decision Intelligence platform, a software product that uses Causal Decision Diagrams (CDDs) to model causal relationships between actions and business outcomes, enabling scenario simulation, decision optimization, and integration with ML models, LLMs, and agents. The company also provides professional services including DI Strategic Advisory, DI Implementation Services, and AI/ML Solutions development, along with training courses (IDI, GSWDI) and published books (Link, The Decision Intelligence Handbook).
Is Quantellia a public or private company?
Quantellia is a private company. It is classified as founder individual operated bootstrapped and is currently operating.
When was Quantellia founded?
Quantellia was founded in 2010. It employs 11 to 50 people.
Where is Quantellia based?
Quantellia is headquartered in Sunnyvale, United States, in the North America region.
How does Quantellia make money?
Four revenue lines are on record. Software Platform (World Modeler) is the primary driver. The others are professional Services, training and Courses and books and Publications.
Who are Quantellia's main competitors?
Broad incumbents on record are Palantir Technologies, C3.ai, Databricks, DataRobot, Alteryx and H2O.ai. Direct peers are Tellius, Aera Technology and Pyramid Analytics. Domino Data Lab is listed as an emerging player.
Does Quantellia have an API?
Yes. World Modeler REST API provides enterprise integration and client application support. Almost all World Modeler functions are accessible from the API. World Modeler is OpenDI compatible and interoperates with other software in the OpenDI ecosystem. Developer documentation is at api.worldmodeler.com.
What industry is Quantellia in?
Quantellia's product category is Decision Intelligence Software. Its primary akta.pro industry code is HDAAAHAL, Scenario Planning, Forecasting Platforms & Planning Intelligence, with a secondary code of BPAEAAAJ, AI/ML Solution Integration & MLOps Enablement. Its NAICS code is 541512 and its SIC code is 7371.