The Multiple Listing Service (MLS) Software Market is expected to register a CAGR of 7.7% from 2025 to 2031, with a market size expanding from US$ XX million in 2024 to US$ XX Million by 2031.
The Multiple Listing Service (MLS) Software Market report covers analysis By Deployment (Cloud, On-Premises). The market is segmented based on the Organization Size (Large Enterprises, SMEs), and Geography (North America, Europe, Asia Pacific, and South and Central America).
Purpose of the ReportThe report Multiple Listing Service (MLS) Software Market by The Insight Partners aims to describe the present landscape and future growth, top driving factors, challenges, and opportunities. This will provide insights to various business stakeholders, such as:
- Technology Providers/Manufacturers: To understand the evolving market dynamics and know the potential growth opportunities, enabling them to make informed strategic decisions.
- Investors: To conduct a comprehensive trend analysis regarding the market growth rate, market financial projections, and opportunities that exist across the value chain.
- Regulatory bodies: To regulate policies and police activities in the market with the aim of minimizing abuse, preserving investor trust and confidence, and upholding the integrity and stability of the market.
Multiple Listing Service (MLS) Software Market Segmentation
Deployment- Cloud
- On-Premises
- Large Enterprises
- SMEs
Strategic Insights
Multiple Listing Service (MLS) Software Market Growth Drivers- Real Estate Complexity: The demand arises from the ever-growing complexity in real estate markets and the need for precise data to navigate them effectively.This call has been pushed by the growth in transactions of real estate: they offer agents and brokers deep insights into market trends, pricing strategies, and buyer behavior, allowing proper decision-making.
- Technological Advancements: AI, machine learning, and big data analytics have affected MLS software differently by revolutionizing the real estate industry. It enhances the capabilities in property search, automates administrative work, and also enhances customer experience-in short, high-end demand from MLS solutions.
- Regulatory Changes and Compliance Needs: With the continuously changing rules in real estate transactions, MLS software provides much-needed compliance capabilities. Brokers and agents require these systems to ascertain whether their practices are compliant with the law, manage disclosures and fair housing laws. The need to comply with these laws is one of the major reasons why MLS software has been adopted into the industry.
- Future Focus on User Experience in MLS Software: the future MLS platform would focus more on user experience, so that advanced algorithms tailor to user individuals' preferences and behavior streams and pattern for property suggestions. In this direction, the client satisfaction will be increased and subsequently more chances of successful transactions and longer-term client relationships.
- Integration of Blockchain Technology in MLS Platforms: This is integration with Blockchain Technology: blockchain is going to be widely used within MLS systems for enhanced security and transparency regarding real estate transactions. This process, through smart contracts and decentralized ledgers, becomes shorter in fraud risks and increases stakeholders' trust.
- Mobile-Friendly MLS Software for Enhanced Accessibility: With expanding dependencies on smartphones, the future of MLS software will increasingly shift toward mobile-friendly interfaces and applications. This trend will make the real estate professional readily access important information and communicate with clients on the go, which enhances productivity and responsiveness in all operations.
- Expansion into Emerging Markets: MLS software market has immense growth prospects in emerging economies where the real estate markets are gradually getting more organized. Companies can exploit localized solutions tailored to specific regulatory environments and to consumer preferences, thereby starting building their bases in such rapidly developing markets.
- Partnerships with Real Estate Agencies for Market Reach: As most real estate agencies operate at grassroots levels, there is massive scope for synergy here. Such partnerships have the potential to nurture mutual growth and also expand market reach positively impacting the end-user.
- Growing Need for Training and Support Services in MLS Software: Better Training and Support Services: There would be a greater need for training and support services in MLS software. Companies will cash in on this by offering a comprehensive training program, webinars, and customer support that enable users to tap into the maximum potential of their software, culminating in loyalty and long-term relationships.
Market Report Scope
Key Selling Points
- Comprehensive Coverage: The report comprehensively covers the analysis of products, services, types, and end users of the Multiple Listing Service (MLS) Software Market, providing a holistic landscape.
- Expert Analysis: The report is compiled based on the in-depth understanding of industry experts and analysts.
- Up-to-date Information: The report assures business relevance due to its coverage of recent information and data trends.
- Customization Options: This report can be customized to cater to specific client requirements and suit the business strategies aptly.
The research report on the Multiple Listing Service (MLS) Software Market can, therefore, help spearhead the trail of decoding and understanding the industry scenario and growth prospects. Although there can be a few valid concerns, the overall benefits of this report tend to outweigh the disadvantages.
REGIONAL FRAMEWORK
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- Sample PDF showcases the content structure and the nature of the information with qualitative and quantitative analysis.
- Request discounts available for Start-Ups & Universities

Report Coverage
Revenue forecast, Company Analysis, Industry landscape, Growth factors, and Trends

Segment Covered
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to segments covered.

Regional Scope
North America, Europe, Asia Pacific, Middle East & Africa, South & Central America

Country Scope
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to country scope.
Frequently Asked Questions
Key companies in this market are: A3logics, Anadea Inc., Chetu Inc., Clavax, Esferasoft Solutions Pvt Ltd., Shore Software Solutions, Kellton Tech, Matellio Inc., Winklix LLC
Some of the customization options available based on request are additional 3-5 company profiles and country-specific analysis of 3-5 countries of your choice. Customizations are to be requested/discussed before making final order confirmation, as our team would review the same and check the feasibility.
The report can be delivered in PDF/PPT format; we can also share excel dataset based on the request.
The Multiple Listing Service (MLS) Software Market is expected to register a CAGR of 7.7% from 2023-2031.
Key future trends in this market are - 5G rollout increasing mobile virtualization adoption for enhanced connectivity, edge computing gaining traction to support distributed environments, and AI and automation transforming resource utilization and proactive optimization in virtual environments.
The primary driving factors of the market are - Technological Advancements and Regulatory Changes and Compliance Needs.
1.INTRODUCTION
1.1.SCOPE OF THE STUDY
1.2.THE INSIGHT PARTNERS RESEARCH REPORT GUIDANCE
1.3.MARKET SEGMENTATION
1.3.1Multiple Listing Service (MLS) Software Market - By Deployment
1.3.2Multiple Listing Service (MLS) Software Market - By Organization Size
1.3.3Multiple Listing Service (MLS) Software Market - By Region
1.3.3.1By Country
2.KEY TAKEAWAYS
3.RESEARCH METHODOLOGY
4.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET LANDSCAPE
4.1.OVERVIEW
4.2.PEST ANALYSIS
4.2.1North America - Pest Analysis
4.2.2Europe - Pest Analysis
4.2.3Asia-Pacific - Pest Analysis
4.2.4Middle East and Africa - Pest Analysis
4.2.5South and Central America - Pest Analysis
4.3.ECOSYSTEM ANALYSIS
4.4.EXPERT OPINIONS
5.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET - KEY MARKET DYNAMICS
5.1.KEY MARKET DRIVERS
5.2.KEY MARKET RESTRAINTS
5.3.KEY MARKET OPPORTUNITIES
5.4.FUTURE TRENDS
5.5.IMPACT ANALYSIS OF DRIVERS AND RESTRAINTS
6.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET - GLOBAL MARKET ANALYSIS
6.1.MULTIPLE LISTING SERVICE (MLS) SOFTWARE - GLOBAL MARKET OVERVIEW
6.2.MULTIPLE LISTING SERVICE (MLS) SOFTWARE - GLOBAL MARKET AND FORECAST TO 2028
6.3.MARKET POSITIONING/MARKET SHARE
7.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET - REVENUE AND FORECASTS TO 2028 â" DEPLOYMENT
7.1.OVERVIEW
7.2.DEPLOYMENT MARKET FORECASTS AND ANALYSIS
7.3.CLOUD
7.3.1.Overview
7.3.2.Cloud Market Forecast and Analysis
7.4.ON-PREMISES
7.4.1.Overview
7.4.2.On-Premises Market Forecast and Analysis
8.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET - REVENUE AND FORECASTS TO 2028 â" ORGANIZATION SIZE
8.1.OVERVIEW
8.2.ORGANIZATION SIZE MARKET FORECASTS AND ANALYSIS
8.3.LARGE ENTERPRISES
8.3.1.Overview
8.3.2.Large Enterprises Market Forecast and Analysis
8.4.SMES
8.4.1.Overview
8.4.2.SMEs Market Forecast and Analysis
9.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET REVENUE AND FORECASTS TO 2028 â" GEOGRAPHICAL ANALYSIS
9.1.NORTH AMERICA
9.1.1North America Multiple Listing Service (MLS) Software Market Overview
9.1.2North America Multiple Listing Service (MLS) Software Market Forecasts and Analysis
9.1.3North America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Deployment
9.1.4North America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Organization Size
9.1.5North America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Countries
9.1.5.1United States Multiple Listing Service (MLS) Software Market
9.1.5.1.1United States Multiple Listing Service (MLS) Software Market by Deployment
9.1.5.1.2United States Multiple Listing Service (MLS) Software Market by Organization Size
9.1.5.2Canada Multiple Listing Service (MLS) Software Market
9.1.5.2.1Canada Multiple Listing Service (MLS) Software Market by Deployment
9.1.5.2.2Canada Multiple Listing Service (MLS) Software Market by Organization Size
9.1.5.3Mexico Multiple Listing Service (MLS) Software Market
9.1.5.3.1Mexico Multiple Listing Service (MLS) Software Market by Deployment
9.1.5.3.2Mexico Multiple Listing Service (MLS) Software Market by Organization Size
9.2.EUROPE
9.2.1Europe Multiple Listing Service (MLS) Software Market Overview
9.2.2Europe Multiple Listing Service (MLS) Software Market Forecasts and Analysis
9.2.3Europe Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Deployment
9.2.4Europe Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Organization Size
9.2.5Europe Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Countries
9.2.5.1Germany Multiple Listing Service (MLS) Software Market
9.2.5.1.1Germany Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.1.2Germany Multiple Listing Service (MLS) Software Market by Organization Size
9.2.5.2France Multiple Listing Service (MLS) Software Market
9.2.5.2.1France Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.2.2France Multiple Listing Service (MLS) Software Market by Organization Size
9.2.5.3Italy Multiple Listing Service (MLS) Software Market
9.2.5.3.1Italy Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.3.2Italy Multiple Listing Service (MLS) Software Market by Organization Size
9.2.5.4United Kingdom Multiple Listing Service (MLS) Software Market
9.2.5.4.1United Kingdom Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.4.2United Kingdom Multiple Listing Service (MLS) Software Market by Organization Size
9.2.5.5Russia Multiple Listing Service (MLS) Software Market
9.2.5.5.1Russia Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.5.2Russia Multiple Listing Service (MLS) Software Market by Organization Size
9.2.5.6Rest of Europe Multiple Listing Service (MLS) Software Market
9.2.5.6.1Rest of Europe Multiple Listing Service (MLS) Software Market by Deployment
9.2.5.6.2Rest of Europe Multiple Listing Service (MLS) Software Market by Organization Size
9.3.ASIA-PACIFIC
9.3.1Asia-Pacific Multiple Listing Service (MLS) Software Market Overview
9.3.2Asia-Pacific Multiple Listing Service (MLS) Software Market Forecasts and Analysis
9.3.3Asia-Pacific Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Deployment
9.3.4Asia-Pacific Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Organization Size
9.3.5Asia-Pacific Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Countries
9.3.5.1Australia Multiple Listing Service (MLS) Software Market
9.3.5.1.1Australia Multiple Listing Service (MLS) Software Market by Deployment
9.3.5.1.2Australia Multiple Listing Service (MLS) Software Market by Organization Size
9.3.5.2China Multiple Listing Service (MLS) Software Market
9.3.5.2.1China Multiple Listing Service (MLS) Software Market by Deployment
9.3.5.2.2China Multiple Listing Service (MLS) Software Market by Organization Size
9.3.5.3Japan Multiple Listing Service (MLS) Software Market
9.3.5.3.1Japan Multiple Listing Service (MLS) Software Market by Deployment
9.3.5.3.2Japan Multiple Listing Service (MLS) Software Market by Organization Size
9.3.5.4South Korea Multiple Listing Service (MLS) Software Market
9.3.5.4.1South Korea Multiple Listing Service (MLS) Software Market by Deployment
9.3.5.4.2South Korea Multiple Listing Service (MLS) Software Market by Organization Size
9.3.5.5Rest of Asia-Pacific Multiple Listing Service (MLS) Software Market
9.3.5.5.1Rest of Asia-Pacific Multiple Listing Service (MLS) Software Market by Deployment
9.3.5.5.2Rest of Asia-Pacific Multiple Listing Service (MLS) Software Market by Organization Size
9.4.MIDDLE EAST AND AFRICA
9.4.1Middle East and Africa Multiple Listing Service (MLS) Software Market Overview
9.4.2Middle East and Africa Multiple Listing Service (MLS) Software Market Forecasts and Analysis
9.4.3Middle East and Africa Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Deployment
9.4.4Middle East and Africa Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Organization Size
9.4.5Middle East and Africa Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Countries
9.4.5.1South Africa Multiple Listing Service (MLS) Software Market
9.4.5.1.1South Africa Multiple Listing Service (MLS) Software Market by Deployment
9.4.5.1.2South Africa Multiple Listing Service (MLS) Software Market by Organization Size
9.4.5.2Saudi Arabia Multiple Listing Service (MLS) Software Market
9.4.5.2.1Saudi Arabia Multiple Listing Service (MLS) Software Market by Deployment
9.4.5.2.2Saudi Arabia Multiple Listing Service (MLS) Software Market by Organization Size
9.4.5.3U.A.E Multiple Listing Service (MLS) Software Market
9.4.5.3.1U.A.E Multiple Listing Service (MLS) Software Market by Deployment
9.4.5.3.2U.A.E Multiple Listing Service (MLS) Software Market by Organization Size
9.4.5.4Rest of Middle East and Africa Multiple Listing Service (MLS) Software Market
9.4.5.4.1Rest of Middle East and Africa Multiple Listing Service (MLS) Software Market by Deployment
9.4.5.4.2Rest of Middle East and Africa Multiple Listing Service (MLS) Software Market by Organization Size
9.5.SOUTH AND CENTRAL AMERICA
9.5.1South and Central America Multiple Listing Service (MLS) Software Market Overview
9.5.2South and Central America Multiple Listing Service (MLS) Software Market Forecasts and Analysis
9.5.3South and Central America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Deployment
9.5.4South and Central America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Organization Size
9.5.5South and Central America Multiple Listing Service (MLS) Software Market Forecasts and Analysis - By Countries
9.5.5.1Brazil Multiple Listing Service (MLS) Software Market
9.5.5.1.1Brazil Multiple Listing Service (MLS) Software Market by Deployment
9.5.5.1.2Brazil Multiple Listing Service (MLS) Software Market by Organization Size
9.5.5.2Argentina Multiple Listing Service (MLS) Software Market
9.5.5.2.1Argentina Multiple Listing Service (MLS) Software Market by Deployment
9.5.5.2.2Argentina Multiple Listing Service (MLS) Software Market by Organization Size
9.5.5.3Rest of South and Central America Multiple Listing Service (MLS) Software Market
9.5.5.3.1Rest of South and Central America Multiple Listing Service (MLS) Software Market by Deployment
9.5.5.3.2Rest of South and Central America Multiple Listing Service (MLS) Software Market by Organization Size
10.INDUSTRY LANDSCAPE
10.1.MERGERS AND ACQUISITIONS
10.2.AGREEMENTS, COLLABORATIONS AND JOIN VENTURES
10.3.NEW PRODUCT LAUNCHES
10.4.EXPANSIONS AND OTHER STRATEGIC DEVELOPMENTS
11.MULTIPLE LISTING SERVICE (MLS) SOFTWARE MARKET, KEY COMPANY PROFILES
11.1.A3LOGICS
11.1.1.Key Facts
11.1.2.Business Description
11.1.3.Products and Services
11.1.4.Financial Overview
11.1.5.SWOT Analysis
11.1.6.Key Developments
11.2.ANADEA INC.
11.2.1.Key Facts
11.2.2.Business Description
11.2.3.Products and Services
11.2.4.Financial Overview
11.2.5.SWOT Analysis
11.2.6.Key Developments
11.3.CHETU INC.
11.3.1.Key Facts
11.3.2.Business Description
11.3.3.Products and Services
11.3.4.Financial Overview
11.3.5.SWOT Analysis
11.3.6.Key Developments
11.4.CLAVAX
11.4.1.Key Facts
11.4.2.Business Description
11.4.3.Products and Services
11.4.4.Financial Overview
11.4.5.SWOT Analysis
11.4.6.Key Developments
11.5.ESFERASOFT SOLUTIONS PVT LTD.I
11.5.1.Key Facts
11.5.2.Business Description
11.5.3.Products and Services
11.5.4.Financial Overview
11.5.5.SWOT Analysis
11.5.6.Key Developments
11.6.SHORE SOFTWARE SOLUTIONS
11.6.1.Key Facts
11.6.2.Business Description
11.6.3.Products and Services
11.6.4.Financial Overview
11.6.5.SWOT Analysis
11.6.6.Key Developments
11.7.KELLTON TECH
11.7.1.Key Facts
11.7.2.Business Description
11.7.3.Products and Services
11.7.4.Financial Overview
11.7.5.SWOT Analysis
11.7.6.Key Developments
11.8.MATELLIO INC
11.8.1.Key Facts
11.8.2.Business Description
11.8.3.Products and Services
11.8.4.Financial Overview
11.8.5.SWOT Analysis
11.8.6.Key Developments
11.9.WINKLIX LLC
11.9.1.Key Facts
11.9.2.Business Description
11.9.3.Products and Services
11.9.4.Financial Overview
11.9.5.SWOT Analysis
11.9.6.Key Developments
11.10.ZAPBUILD
11.10.1.Key Facts
11.10.2.Business Description
11.10.3.Products and Services
11.10.4.Financial Overview
11.10.5.SWOT Analysis
11.10.6.Key Developments
12.APPENDIX
12.1.ABOUT THE INSIGHT PARTNERS
12.2.GLOSSARY OF TERMS
1. A3logics
2. Anadea Inc.
3. Chetu Inc.
4. Clavax
5. Esferasoft Solutions Pvt Ltd.i
6. Shore Software Solutions
7. Kellton Tech
8. Matellio Inc
9. Winklix LLC
10. Zapbuild
The Insight Partners performs research in 4 major stages: Data Collection & Secondary Research, Primary Research, Data Analysis and Data Triangulation & Final Review.
- Data Collection and Secondary Research:
As a market research and consulting firm operating from a decade, we have published many reports and advised several clients across the globe. First step for any study will start with an assessment of currently available data and insights from existing reports. Further, historical and current market information is collected from Investor Presentations, Annual Reports, SEC Filings, etc., and other information related to company’s performance and market positioning are gathered from Paid Databases (Factiva, Hoovers, and Reuters) and various other publications available in public domain.
Several associations trade associates, technical forums, institutes, societies and organizations are accessed to gain technical as well as market related insights through their publications such as research papers, blogs and press releases related to the studies are referred to get cues about the market. Further, white papers, journals, magazines, and other news articles published in the last 3 years are scrutinized and analyzed to understand the current market trends.
- Primary Research:
The primarily interview analysis comprise of data obtained from industry participants interview and answers to survey questions gathered by in-house primary team.
For primary research, interviews are conducted with industry experts/CEOs/Marketing Managers/Sales Managers/VPs/Subject Matter Experts from both demand and supply side to get a 360-degree view of the market. The primary team conducts several interviews based on the complexity of the markets to understand the various market trends and dynamics which makes research more credible and precise.
A typical research interview fulfils the following functions:
- Provides first-hand information on the market size, market trends, growth trends, competitive landscape, and outlook
- Validates and strengthens in-house secondary research findings
- Develops the analysis team’s expertise and market understanding
Primary research involves email interactions and telephone interviews for each market, category, segment, and sub-segment across geographies. The participants who typically take part in such a process include, but are not limited to:
- Industry participants: VPs, business development managers, market intelligence managers and national sales managers
- Outside experts: Valuation experts, research analysts and key opinion leaders specializing in the electronics and semiconductor industry.
Below is the breakup of our primary respondents by company, designation, and region:
Once we receive the confirmation from primary research sources or primary respondents, we finalize the base year market estimation and forecast the data as per the macroeconomic and microeconomic factors assessed during data collection.
- Data Analysis:
Once data is validated through both secondary as well as primary respondents, we finalize the market estimations by hypothesis formulation and factor analysis at regional and country level.
- 3.1 Macro-Economic Factor Analysis:
We analyse macroeconomic indicators such the gross domestic product (GDP), increase in the demand for goods and services across industries, technological advancement, regional economic growth, governmental policies, the influence of COVID-19, PEST analysis, and other aspects. This analysis aids in setting benchmarks for various nations/regions and approximating market splits. Additionally, the general trend of the aforementioned components aid in determining the market's development possibilities.
- 3.2 Country Level Data:
Various factors that are especially aligned to the country are taken into account to determine the market size for a certain area and country, including the presence of vendors, such as headquarters and offices, the country's GDP, demand patterns, and industry growth. To comprehend the market dynamics for the nation, a number of growth variables, inhibitors, application areas, and current market trends are researched. The aforementioned elements aid in determining the country's overall market's growth potential.
- 3.3 Company Profile:
The “Table of Contents” is formulated by listing and analyzing more than 25 - 30 companies operating in the market ecosystem across geographies. However, we profile only 10 companies as a standard practice in our syndicate reports. These 10 companies comprise leading, emerging, and regional players. Nonetheless, our analysis is not restricted to the 10 listed companies, we also analyze other companies present in the market to develop a holistic view and understand the prevailing trends. The “Company Profiles” section in the report covers key facts, business description, products & services, financial information, SWOT analysis, and key developments. The financial information presented is extracted from the annual reports and official documents of the publicly listed companies. Upon collecting the information for the sections of respective companies, we verify them via various primary sources and then compile the data in respective company profiles. The company level information helps us in deriving the base number as well as in forecasting the market size.
- 3.4 Developing Base Number:
Aggregation of sales statistics (2020-2022) and macro-economic factor, and other secondary and primary research insights are utilized to arrive at base number and related market shares for 2022. The data gaps are identified in this step and relevant market data is analyzed, collected from paid primary interviews or databases. On finalizing the base year market size, forecasts are developed on the basis of macro-economic, industry and market growth factors and company level analysis.
- Data Triangulation and Final Review:
The market findings and base year market size calculations are validated from supply as well as demand side. Demand side validations are based on macro-economic factor analysis and benchmarks for respective regions and countries. In case of supply side validations, revenues of major companies are estimated (in case not available) based on industry benchmark, approximate number of employees, product portfolio, and primary interviews revenues are gathered. Further revenue from target product/service segment is assessed to avoid overshooting of market statistics. In case of heavy deviations between supply and demand side values, all thes steps are repeated to achieve synchronization.
We follow an iterative model, wherein we share our research findings with Subject Matter Experts (SME’s) and Key Opinion Leaders (KOLs) until consensus view of the market is not formulated – this model negates any drastic deviation in the opinions of experts. Only validated and universally acceptable research findings are quoted in our reports.
We have important check points that we use to validate our research findings – which we call – data triangulation, where we validate the information, we generate from secondary sources with primary interviews and then we re-validate with our internal data bases and Subject matter experts. This comprehensive model enables us to deliver high quality, reliable data in shortest possible time.