Selected research
Industry Research
Soft Sensor (Virtual Sensor) Industry Research Report 2026
Market perspective
The global Soft Sensor (Virtual Sensor) market was valued at US$ million in 2025 and is projected to reach US$ million by 2032, implying a CAGR of % over 2026–2032.
North America: the Soft Sensor (Virtual Sensor) market is projected to increase from US$ million in 2026 to US$ million by 2032, reflecting a CAGR of % over 2026–2032. Europe: the Soft Sensor (Virtual Sensor) market is projected to rise from US$ million in 2026 to US$ million by 2032, registering a CAGR of % over 2026–2032. Asia Pacific: the Soft Sensor (Virtual Sensor) market is expected to grow from US$ million in 2026 to US$ million by 2032, at a CAGR of % over 2026–2032. Leading global service providers of Soft Sensor (Virtual Sensor) include Cisco, Siemens, General Electric, Schneider Electric, Honeywell, Elliptic Labs, Ekkono Solutions, StretchSkin Technologies and Equinox, among others; in 2025, the top three vendors together accounted for approximately % of global revenue.
Report Scope
Read the full market overview
This report quantifies the global Soft Sensor (Virtual Sensor) market in terms of revenue (US$ million) and, where applicable, service volume (k units), using 2024 as the base year and providing annual historical and forecast data for 2021–2032.
It standardizes definitions of service Types and end-use Applications, harmonizes provider attribution, and delivers comparable time series by company, Type, Application, and region or country, including indicative price bands (US$/k units) and concentration ratios (CR5/CR10). Outputs are intended to support service design, budgeting, capacity planning, and benchmarking for providers, platforms, channel partners, and investors; the report also reviews technology shifts and notable service innovations relevant to Soft Sensor (Virtual Sensor).
Key Companies & Market Share Insights
This section profiles leading service providers with 2021–2025 results and a 2026–2032 outlook—covering revenue, market share, price bands, service portfolio and client mix, regional and channel mix, and key developments (M&A, network expansion, certifications). It also provides global revenue, average price, and—where applicable—volume metrics by provider, and calculates CR5/CR10 and rank changes to support comparative benchmarking.
Soft Sensor (Virtual Sensor) Market by Company
Cisco
Siemens
General Electric
Schneider Electric
Honeywell
Elliptic Labs
Ekkono Solutions
StretchSkin Technologies
Equinox
Canvass AI
ANDATA
Corelight
Exputec
TACTILE MOBILITY
IntelliDynamics
Aspen Technology
OSIsoft
Modelway
LMI Technologies
Soft Sensor (Virtual Sensor) Segment by Type
Cloud-based
On-premise
Soft Sensor (Virtual Sensor) Segment by Application
Utilities
Oil and Gas
Manufacturing
Automotive and Transportation
Others
Soft Sensor (Virtual Sensor) Segment by Region
North America
United States
Canada
Mexico
Europe
Germany
France
U.K.
Italy
Spain
Russia
Netherlands
Nordic Countries
Asia-Pacific
China
Japan
South Korea
India
Australia
Taiwan
Southeast Asia
South America
Brazil
Argentina
Chile
Colombia
Middle East & Africa
Saudi Arabia
Israel
United Arab Emirates
Turkey
Iran
Egypt
Key Drivers & Barriers
High-impact rendering factors and drivers have been studied in this report to aid the readers to understand the general development. Moreover, the report includes restraints and challenges that may act as stumbling blocks on the way of the players. This will assist the users to be attentive and make informed decisions related to business. Specialists have also laid their focus on the upcoming business prospects.
Reasons to Buy This Report
1. This report will help the readers to understand the competition within the industries and strategies for the competitive environment to enhance the potential profit. The report also focuses on the competitive landscape of the global Soft Sensor (Virtual Sensor) market, and introduces in detail the market share, industry ranking, competitor ecosystem, market performance, new product development, operation situation, expansion, and acquisition. etc. of the main players, which helps the readers to identify the main competitors and deeply understand the competition pattern of the market.
2. This report will help stakeholders to understand the global industry status and trends of Soft Sensor (Virtual Sensor) and provides them with information on key market drivers, restraints, challenges, and opportunities.
3. This report will help stakeholders to understand competitors better and gain more insights to strengthen their position in their businesses. The competitive landscape section includes the market share and rank (in volume and value), competitor ecosystem, new product development, expansion, and acquisition.
4. This report stays updated with novel technology integration, features, and the latest developments in the market
5. This report helps stakeholders to gain insights into which regions to target globally
6. This report helps stakeholders to gain insights into the end-user perception concerning the adoption of Soft Sensor (Virtual Sensor).
7. This report helps stakeholders to identify some of the key players in the market and understand their valuable contribution.
Chapter Outline
Chapter 1: Research objectives, research methods, data sources, data cross-validation;
Chapter 2: Introduces the report scope of the report, executive summary of different market segments (product type, application, etc), including the market size of each market segment, future development potential, and so on. It offers a high-level view of the current state of the market and its likely evolution in the short to mid-term, and long term.
Chapter 3: Provides the analysis of various market segments product types, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different market segments.
Chapter 4: Provides the analysis of various market segments application, covering the market size and development potential of each market segment, to help readers find the blue ocean market in different downstream markets.
Chapter 5: Introduces executive summary of global market size, regional market size, this section also introduces the market dynamics, latest developments of the market, the driving factors and restrictive factors of the market, the challenges and risks faced by companies in the industry, and the analysis of relevant policies in the industry.
Chapter 6: Detailed analysis of Soft Sensor (Virtual Sensor) companies’ competitive landscape, revenue market share, latest development plan, merger, and acquisition information, etc.
Chapter 7, 8, 9, 10, 11: North America, Europe, Asia Pacific, South America, Middle East and Africa segment by country. It provides a quantitative analysis of the market size and development potential of each region and its main countries and introduces the market development, future development prospects, market space, and capacity of each country in the world.
Chapter 12: Provides profiles of key players, introducing the basic situation of the main companies in the market in detail, including revenue, gross margin, product introduction, recent development, etc.
Chapter 13: The main points and conclusions of the report.
More report detail
Tables and figures
Scope & coverage.
Types
- Cloud-based
- On-premise
Applications
- Utilities
- Oil and Gas
- Manufacturing
- Automotive and Transportation
- Others
Companies covered
- Cisco
- Siemens
- General Electric
- Schneider Electric
- Honeywell
- Elliptic Labs
- Ekkono Solutions
- StretchSkin Technologies
- Equinox
- Canvass AI
- ANDATA
- Corelight
- Exputec
- TACTILE MOBILITY
- IntelliDynamics
- Aspen Technology
- OSIsoft
- Modelway
- LMI Technologies
Inside the report.
1 Preface
- 1.1 Scope of Report
- 1.2 Reasons for Doing This Study
- 1.3 Research Methodology
- 1.4 Research Process
- 1.5 Data Source
- 1.5.1 Secondary Sources
- 1.5.2 Primary Sources
2 Market Overview
- 2.1 Product Definition
- 2.2 Soft Sensor (Virtual Sensor) by Type
- 2.2.1 Market Value Comparison by Type (2021 VS 2025 VS 2032)
- 2.2.2 Cloud-based
- 2.2.3 On-premise
- 2.3 Soft Sensor (Virtual Sensor) by Application
- 2.3.1 Market Value Comparison by Application (2021 VS 2025 VS 2032)
- 2.3.2 Utilities
- 2.3.3 Oil and Gas
- 2.3.4 Manufacturing
- 2.3.5 Automotive and Transportation
- 2.3.6 Others
- 2.4 Assumptions and Limitations
3 Soft Sensor (Virtual Sensor) Breakdown Data by Type
- 3.1 Global Soft Sensor (Virtual Sensor) Historic Market Size by Type (2021-2026)
- 3.2 Global Soft Sensor (Virtual Sensor) Forecasted Market Size by Type (2027-2032)
4 Soft Sensor (Virtual Sensor) Breakdown Data by Application
- 4.1 Global Soft Sensor (Virtual Sensor) Historic Market Size by Application (2021-2026)
- 4.2 Global Soft Sensor (Virtual Sensor) Forecasted Market Size by Application (2027-2032)
5 Global Growth Trends
- 5.1 Global Soft Sensor (Virtual Sensor) Market Perspective (2021-2032)
- 5.2 Global Soft Sensor (Virtual Sensor) Growth Trends by Region
- 5.2.1 Global Soft Sensor (Virtual Sensor) Market Size by Region: 2021 VS 2025 VS 2032
- 5.2.2 Soft Sensor (Virtual Sensor) Historic Market Size by Region (2021-2026)
- 5.2.3 Soft Sensor (Virtual Sensor) Forecasted Market Size by Region (2027-2032)
- 5.3 Soft Sensor (Virtual Sensor) Market Dynamics
- 5.3.1 Soft Sensor (Virtual Sensor) Industry Trends
- 5.3.2 Soft Sensor (Virtual Sensor) Market Drivers
- 5.3.3 Soft Sensor (Virtual Sensor) Market Challenges
- 5.3.4 Soft Sensor (Virtual Sensor) Market Restraints
6 Market Competitive Landscape by Players
- 6.1 Global Top Soft Sensor (Virtual Sensor) Players by Revenue
- 6.1.1 Global Top Soft Sensor (Virtual Sensor) Players by Revenue (2021-2026)
- 6.1.2 Global Soft Sensor (Virtual Sensor) Revenue Market Share by Players (2021-2026)
- 6.2 Global Soft Sensor (Virtual Sensor) Industry Players Ranking, 2023 VS 2024 VS 2025
- 6.3 Global Key Players of Soft Sensor (Virtual Sensor) Head Office and Area Served
- 6.4 Global Soft Sensor (Virtual Sensor) Players, Product Type & Application
- 6.5 Global Soft Sensor (Virtual Sensor) Manufacturers Established Date
- 6.6 Global Soft Sensor (Virtual Sensor) Market CR5 and HHI
- 6.7 Global Players Mergers & Acquisition
7 North America
- 7.1 North America Soft Sensor (Virtual Sensor) Market Size (2021-2032)
- 7.2 North America Soft Sensor (Virtual Sensor) Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 7.3 North America Soft Sensor (Virtual Sensor) Market Size by Country (2021-2026)
- 7.4 North America Soft Sensor (Virtual Sensor) Market Size by Country (2027-2032)
- 7.5 United States
- 7.5 United States
- 7.6 Canada
- 7.7 Mexico
8 Europe
- 8.1 Europe Soft Sensor (Virtual Sensor) Market Size (2021-2032)
- 8.2 Europe Soft Sensor (Virtual Sensor) Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 8.3 Europe Soft Sensor (Virtual Sensor) Market Size by Country (2021-2026)
- 8.4 Europe Soft Sensor (Virtual Sensor) Market Size by Country (2027-2032)
- 8.5 Germany
- 8.6 France
- 8.7 U.K.
- 8.8 Italy
- 8.9 Spain
- 8.10 Russia
- 8.11 Netherlands
- 8.12 Nordic Countries
9 Asia-Pacific
- 9.1 Asia-Pacific Soft Sensor (Virtual Sensor) Market Size (2021-2032)
- 9.2 Asia-Pacific Soft Sensor (Virtual Sensor) Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 9.3 Asia-Pacific Soft Sensor (Virtual Sensor) Market Size by Country (2021-2026)
- 9.4 Asia-Pacific Soft Sensor (Virtual Sensor) Market Size by Country (2027-2032)
- 9.5 China
- 9.6 Japan
- 9.7 South Korea
- 9.8 India
- 9.9 Australia
- 9.10 China Taiwan
- 9.11 Southeast Asia
10 South America
- 10.1 South America Soft Sensor (Virtual Sensor) Market Size (2021-2032)
- 10.2 South America Soft Sensor (Virtual Sensor) Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 10.3 South America Soft Sensor (Virtual Sensor) Market Size by Country (2021-2026)
- 10.4 South America Soft Sensor (Virtual Sensor) Market Size by Country (2027-2032)
- 10.5 Brazil
- 10.6 Argentina
- 10.7 Chile
- 10.8 Colombia
- 10.9 Peru
11 Middle East & Africa
- 11.1 Middle East & Africa Soft Sensor (Virtual Sensor) Market Size (2021-2032)
- 11.2 Middle East & Africa Soft Sensor (Virtual Sensor) Market Growth Rate by Country: 2021 VS 2025 VS 2032
- 11.3 Middle East & Africa Soft Sensor (Virtual Sensor) Market Size by Country (2021-2026)
- 11.4 Middle East & Africa Soft Sensor (Virtual Sensor) Market Size by Country (2027-2032)
- 11.5 Saudi Arabia
- 11.6 Israel
- 11.7 United Arab Emirates
- 11.8 Turkey
- 11.9 Iran
- 11.10 Egypt
12 Players Profiled
- 12.1 Cisco
- 12.1.1 Cisco Company Information
- 12.1.2 Cisco Business Overview
- 12.1.3 Cisco Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.1.4 Cisco Soft Sensor (Virtual Sensor) Product Portfolio
- 12.1.5 Cisco Recent Developments
- 12.2 Siemens
- 12.2.1 Siemens Company Information
- 12.2.2 Siemens Business Overview
- 12.2.3 Siemens Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.2.4 Siemens Soft Sensor (Virtual Sensor) Product Portfolio
- 12.2.5 Siemens Recent Developments
- 12.3 General Electric
- 12.3.1 General Electric Company Information
- 12.3.2 General Electric Business Overview
- 12.3.3 General Electric Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.3.4 General Electric Soft Sensor (Virtual Sensor) Product Portfolio
- 12.3.5 General Electric Recent Developments
- 12.4 Schneider Electric
- 12.4.1 Schneider Electric Company Information
- 12.4.2 Schneider Electric Business Overview
- 12.4.3 Schneider Electric Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.4.4 Schneider Electric Soft Sensor (Virtual Sensor) Product Portfolio
- 12.4.5 Schneider Electric Recent Developments
- 12.5 Honeywell
- 12.5.1 Honeywell Company Information
- 12.5.2 Honeywell Business Overview
- 12.5.3 Honeywell Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.5.4 Honeywell Soft Sensor (Virtual Sensor) Product Portfolio
- 12.5.5 Honeywell Recent Developments
- 12.6 Elliptic Labs
- 12.6.1 Elliptic Labs Company Information
- 12.6.2 Elliptic Labs Business Overview
- 12.6.3 Elliptic Labs Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.6.4 Elliptic Labs Soft Sensor (Virtual Sensor) Product Portfolio
- 12.6.5 Elliptic Labs Recent Developments
- 12.7 Ekkono Solutions
- 12.7.1 Ekkono Solutions Company Information
- 12.7.2 Ekkono Solutions Business Overview
- 12.7.3 Ekkono Solutions Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.7.4 Ekkono Solutions Soft Sensor (Virtual Sensor) Product Portfolio
- 12.7.5 Ekkono Solutions Recent Developments
- 12.8 StretchSkin Technologies
- 12.8.1 StretchSkin Technologies Company Information
- 12.8.2 StretchSkin Technologies Business Overview
- 12.8.3 StretchSkin Technologies Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.8.4 StretchSkin Technologies Soft Sensor (Virtual Sensor) Product Portfolio
- 12.8.5 StretchSkin Technologies Recent Developments
- 12.9 Equinox
- 12.9.1 Equinox Company Information
- 12.9.2 Equinox Business Overview
- 12.9.3 Equinox Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.9.4 Equinox Soft Sensor (Virtual Sensor) Product Portfolio
- 12.9.5 Equinox Recent Developments
- 12.10 Canvass AI
- 12.10.1 Canvass AI Company Information
- 12.10.2 Canvass AI Business Overview
- 12.10.3 Canvass AI Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.10.4 Canvass AI Soft Sensor (Virtual Sensor) Product Portfolio
- 12.10.5 Canvass AI Recent Developments
- 12.11 ANDATA
- 12.11.1 ANDATA Company Information
- 12.11.2 ANDATA Business Overview
- 12.11.3 ANDATA Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.11.4 ANDATA Soft Sensor (Virtual Sensor) Product Portfolio
- 12.11.5 ANDATA Recent Developments
- 12.12 Corelight
- 12.12.1 Corelight Company Information
- 12.12.2 Corelight Business Overview
- 12.12.3 Corelight Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.12.4 Corelight Soft Sensor (Virtual Sensor) Product Portfolio
- 12.12.5 Corelight Recent Developments
- 12.13 Exputec
- 12.13.1 Exputec Company Information
- 12.13.2 Exputec Business Overview
- 12.13.3 Exputec Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.13.4 Exputec Soft Sensor (Virtual Sensor) Product Portfolio
- 12.13.5 Exputec Recent Developments
- 12.14 TACTILE MOBILITY
- 12.14.1 TACTILE MOBILITY Company Information
- 12.14.2 TACTILE MOBILITY Business Overview
- 12.14.3 TACTILE MOBILITY Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.14.4 TACTILE MOBILITY Soft Sensor (Virtual Sensor) Product Portfolio
- 12.14.5 TACTILE MOBILITY Recent Developments
- 12.15 IntelliDynamics
- 12.15.1 IntelliDynamics Company Information
- 12.15.2 IntelliDynamics Business Overview
- 12.15.3 IntelliDynamics Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.15.4 IntelliDynamics Soft Sensor (Virtual Sensor) Product Portfolio
- 12.15.5 IntelliDynamics Recent Developments
- 12.16 Aspen Technology
- 12.16.1 Aspen Technology Company Information
- 12.16.2 Aspen Technology Business Overview
- 12.16.3 Aspen Technology Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.16.4 Aspen Technology Soft Sensor (Virtual Sensor) Product Portfolio
- 12.16.5 Aspen Technology Recent Developments
- 12.17 OSIsoft
- 12.17.1 OSIsoft Company Information
- 12.17.2 OSIsoft Business Overview
- 12.17.3 OSIsoft Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.17.4 OSIsoft Soft Sensor (Virtual Sensor) Product Portfolio
- 12.17.5 OSIsoft Recent Developments
- 12.18 Modelway
- 12.18.1 Modelway Company Information
- 12.18.2 Modelway Business Overview
- 12.18.3 Modelway Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.18.4 Modelway Soft Sensor (Virtual Sensor) Product Portfolio
- 12.18.5 Modelway Recent Developments
- 12.19 LMI Technologies
- 12.19.1 LMI Technologies Company Information
- 12.19.2 LMI Technologies Business Overview
- 12.19.3 LMI Technologies Revenue in Soft Sensor (Virtual Sensor) Business (2021-2026)
- 12.19.4 LMI Technologies Soft Sensor (Virtual Sensor) Product Portfolio
- 12.19.5 LMI Technologies Recent Developments
13 Report Conclusion
14 Disclaimer
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