SmartUQ
SmartUQ develops proprietary Physics AI, Machine Learning, and Uncertainty Quantification software that accelerates engineering simulation, calibrates models to physical data, and enables optimization under uncertainty for Fortune 100/500 customers in aerospace, automotive, semiconductor, and industrial manufacturing.
- Company typePrivate
- Founded2014
- HeadquartersMadison, United States
- Headcount11–50
- GTM typeB2B
- OfferingSoftware
What SmartUQ does
SmartUQ is a privately held software company, founded in 2014 and headquartered in Madison, Wisconsin, that develops Physics AI, Machine Learning, and Uncertainty Quantification (UQ) tools for engineering applications. Its core platform (currently Version 11.0/11.1) is a modular suite covering Design of Experiments, Emulation/Machine Learning, Statistical Calibration, Inverse Analysis, Sensitivity Analysis, Uncertainty Propagation, and Optimization under Uncertainty. The product is differentiated by proprietary surrogate models — including Gaussian Process variants, Functional Response Emulators, Spatial/Temporal Emulators, and Mixed Input Classification Emulators — and by unique Bayesian calibration methods that align simulation outputs to physical test data, addressing engineering problems such as simulation bottlenecks, over-design from unquantified uncertainty, expensive physical testing, and the data-to-decision gap for digital twins.
The company sells quote-based enterprise licenses (annual subscription) through direct field sales to large engineering organizations, with trials, demonstrations, and a free digital learning portal supporting the funnel. Go-to-market targets Fortune 100 and Fortune 500 customers in aerospace & defense, automotive, semiconductor, gas turbine, heavy machinery, and medical devices, with named customers including Toyota, John Deere, Honeywell, Microsoft, TSMC, UKAEA, Joby Aviation, Karma Automotive, Mitsubishi Electric, Bridgestone, Olympus, Kurita, Furukawa Electric, Wistron, Copeland, and Kobelco Research Institute. Strategic distribution is reinforced by deep integration partnerships with ANSYS, COMSOL, MathWorks, Hexagon Adams, RecurDyn, and Particleworks, embedding SmartUQ's analytics layer inside incumbent simulation toolchains.
Commercial operations span North America, Japan, Taiwan, and the UK with multilingual website support (EN, JP, ZH, ES, FR) and an active thought-leadership presence at ASME V&V, NAFEMS, AIAA SciTech, SAE, Turbo Expo, and COMSOL conferences. The firm has disclosed approximately $7.84M in funding across seven rounds between 2014 and 2021 (with a further undisclosed 2021 round from GCI), operates with 11–50 employees, and is led by founder/CEO/chief scientist Peter Chien alongside technical advisor Dr. Ed Kraft (former Air Force Digital Thread/Digital Twin architect, AIAA Fellow). The business model is essentially founder/employee-owned with no disclosed parent company or institutional majority owner.
SmartUQ firmographics
Firmographics- Name
- SmartUQ
- Legal name
- SmartUQ LLC
- Website
- https://smartuq.com
- Company type
- Private
- Founded year
- 2014
- Operating status
- Operating
- Headcount range
- 11–50 employees
- Short description
- SmartUQ develops proprietary Physics AI, Machine Learning, and Uncertainty Quantification software that accelerates engineering simulation, calibrates models to physical data, and enables optimization under uncertainty for Fortune 100/500 customers in aerospace, automotive, semiconductor, and industrial manufacturing.
- Ownership category
- akta.pro rank
SmartUQ industry classification
Industry- Product category
- Engineering Simulation Software
- NAICS
- Computer Systems Design and Related Services (54151), Computer Systems Design Services (541512)
- SIC
- Services-Prepackaged Software (7372)
- akta.pro primary industry
- Model Development & Training Platforms (AutoML, Notebooks, Feature Stores) (HDAEANAB)
- akta.pro secondary industry
- EDA Cloud/SaaS, Design Data Management & Collaboration (HDAHAFAJ)
Keywords
Where SmartUQ is headquartered
LocationHeadquarters
- HQ city
- Madison
- HQ country
- United States
- HQ region
- North America
Offices1 record
Markets served
SmartUQ business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Personnel, Technology or R&D, Marketing or Sales, Operations
Revenue model
- Software Licenses and Subscriptions: SmartUQ generates revenue through software licensing, with the website mentioning 'Software Products' and 'Licensing' pages indicating commercial software sales. The company offers trials and demonstrations suggesting a traditional enterprise software sales model with annual or multi-year licensing agreements.
Pricing tiers
| Model | Billing | Price |
|---|---|---|
| Subscription | Annual | Enterprise Licensing |
Go-to-market motion1 record
Distribution channels3 records
Marketing channels7 records
SmartUQ product offering
Product offeringCore offering
SmartUQ develops a Physics AI, Machine Learning, and Uncertainty Quantification software platform for engineering applications. The platform provides tools for design of experiments, surrogate modeling/emulation, statistical calibration, sensitivity analysis, uncertainty propagation, and optimization under uncertainty, used to accelerate simulation, build digital twins, reduce physical testing, and improve design decisions for complex engineering systems.
Product overview
SmartUQ offers a unified software platform for Physics AI, Machine Learning, and Uncertainty Quantification designed for engineering applications. The core SmartUQ software (version 11.0/11.1) provides a comprehensive suite of integrated modules: Data Sampling, Design of Experiments (DOE), Emulation/Machine Learning (surrogate models), Inverse Analysis, Model Calibration (Statistical Calibration), Statistical Optimization, Sensitivity Analysis, and Uncertainty Propagation. These modules work together to enable design space exploration, simulation acceleration, model calibration to physical data, and optimization under uncertainty. SmartUQ also provides associated services including training, customer support, software services, consulting, and trials/demonations. The platform is optimized for engineering applications including simulation, digital twins, testing, and manufacturing, with industry-leading prediction accuracy and user-friendly GUIs and APIs.
Differentiator
Problem solved
Functional benefit
Products and services
- SmartUQ Software Platform
- SmartUQ Version 11.0
- Training Services
- Consulting Services
- Software Services
- Trials and Demonstrations
Quantifiable outcome
- 72% reduction in required simulations and 96% reduction in reference prediction error
- +4 more outcomes
Companies that use SmartUQ
Customer profileNamed customers16 records
Segments7 records
Ideal customer profiles4 records
SmartUQ technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration22 records
AI capability4 records
Feature8 records
SmartUQ partnerships and signals
Strategic signalPartnerships
Seven partnerships are on record, tiered core and minor.
- COMSOLcoreIntegration partnership for coupling SmartUQ's UQ and predictive analytics tools with COMSOL Multiphysics. Joint webinars, workshops, and conference presentations demonstrating integrated workflow. COMSOL UQ Module comparison materials available.
- ANSYScoreIntegration partnership including ANSYS Workbench integration, ANSYS Fluent integration, ANSYS OptiSLang complementarity. Multiple webinars covering ANSYS integration and digital twins.
- Hexagon (Adams)coreIntegration with Hexagon Adams for vehicle dynamics simulation. Joint webinars and use case demonstrations.
- MathWorks (MATLAB/Simulink)coreIntegration with MATLAB scripts and Simulink workflows for design of experiments, ML, and calibration tools. Dedicated webinar on integration capabilities.
- RecurDyncoreIntegration for multibody dynamics simulations. Joint webinars and demonstrations.
- ParticleworkscoreIntegration partnership for particle-based simulation coupling with SmartUQ analytics tools.
- AIAAminorPartnership with American Institute of Aeronautics and Astronautics for hosting training courses and webinars. AIAA certificates offered for course completion.
Scale indicators6 records
Recent moves6 records
Expansion highlights5 records
SmartUQ competitors and assessment
Company assessmentBroad incumbents
- COMSOL: COMSOL Multiphysics is a major simulation platform and a core SmartUQ integration partner, with a dedicated COMSOL UQ Module that overlaps with SmartUQ's capabilities. COMSOL is a relevant incumbent peer for engineering multiphysics simulation analytics.
- MathWorks (MATLAB / Simulink): MathWorks provides MATLAB and Simulink, widely used for statistical analysis, optimization, and ML-based surrogate modeling in engineering. SmartUQ integrates with MATLAB scripts and Simulink workflows, positioning MathWorks as both an integration partner and a broad incumbent peer.
- Altair: Altair offers HyperStudy for design exploration and HyperWorks for CAE, with RAMDO for reliability-based design optimization. SmartUQ lists Altair RAMDO as a complementary/competing tool, making Altair a relevant broad incumbent peer.
- ANSYS: ANSYS is the dominant simulation platform vendor with OptiSLang for design exploration, sensitivity analysis, and optimization. SmartUQ explicitly positions itself as a complement to ANSYS Workbench, Fluent, and OptiSLang, making ANSYS the most relevant incumbent peer despite broader scope.
- Siemens Digital Industries Software (Simcenter / HEEDS): Siemens HEEDS is a direct competitor in design space exploration and optimization, and Simcenter spans a broad simulation portfolio. SmartUQ lists Siemens HEEDS as a complementary/competing tool, making Siemens a key broad incumbent peer.
- Hexagon (Adams / ODYSSEE): Hexagon Adams is a core SmartUQ integration partner for multibody dynamics, while Hexagon ODYSSEE is a sensitivity analysis and optimization tool positioned as both a complement and competitor. Hexagon is a close broad incumbent peer.
- Dassault Systèmes (SIMULIA / Isight): Dassault Isight is a process automation and design exploration platform competing directly with SmartUQ. SIMULIA (Abaqus, CST) provides the underlying simulation stack that SmartUQ integrates with, making Dassault a broad incumbent peer.
Direct peers
- ESTECO (modeFRONTIER): modeFRONTIER is a multi-disciplinary optimization and design exploration platform with overlapping DOE, sensitivity analysis, and ML-based surrogate modeling capabilities. ESTECO is the most direct niche peer to SmartUQ in engineering UQ and design space exploration.
- pSeven (DATADVANCE): pSeven is a design space exploration and engineering analytics platform with overlapping DOE, surrogate modeling, and optimization capabilities. pSeven is a direct niche peer competing for the same engineering UQ/ML workload.
Emerging players
- Sandia National Laboratories (Dakota): Dakota is an open-source UQ and optimization toolkit developed at Sandia National Laboratories with overlapping DOE, sensitivity analysis, and surrogate modeling capabilities. Dakota is an emerging/alternative peer for engineering UQ workloads, particularly in research and government settings.
Market position
Strengths4 records
Weaknesses4 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
SmartUQ social profiles
Digital presenceSmartUQ financial estimates
Financial estimateRevenue estimate
Valuation estimate
SmartUQ leadership team
Management profileNumber of profiles
Profiles6 records
SmartUQ funding detail
Funding detailFunding overview
Funding rounds7 records
Investors3 records
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
SmartUQ 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 SmartUQ
What does SmartUQ do?
SmartUQ develops a Physics AI, Machine Learning, and Uncertainty Quantification software platform for engineering applications. The platform provides tools for design of experiments, surrogate modeling/emulation, statistical calibration, sensitivity analysis, uncertainty propagation, and optimization under uncertainty, used to accelerate simulation, build digital twins, reduce physical testing, and improve design decisions for complex engineering systems.
Is SmartUQ a public or private company?
SmartUQ is a private company. It is classified as venture growth investor backed and is currently operating.
When was SmartUQ founded?
SmartUQ was founded in 2014. It employs 11 to 50 people.
Where is SmartUQ based?
SmartUQ is headquartered in Madison, United States, in the North America region.
How does SmartUQ make money?
One revenue line is on record: software Licenses and Subscriptions.
Who are SmartUQ's main competitors?
Broad incumbents on record are COMSOL, MathWorks (MATLAB / Simulink), Altair, ANSYS, Siemens Digital Industries Software (Simcenter / HEEDS), Hexagon (Adams / ODYSSEE) and Dassault Systèmes (SIMULIA / Isight). Direct peers are ESTECO (modeFRONTIER) and pSeven (DATADVANCE). Sandia National Laboratories (Dakota) is listed as an emerging player.
Does SmartUQ have an API?
No public API is recorded for SmartUQ.
What industry is SmartUQ in?
SmartUQ's product category is Engineering Simulation Software. Its primary akta.pro industry code is HDAEANAB, Model Development & Training Platforms (AutoML, Notebooks, Feature Stores), with a secondary code of HDAHAFAJ, EDA Cloud/SaaS, Design Data Management & Collaboration. Its NAICS code is 54151 and its SIC code is 7372.