India Retail Video Insights AI Market (2026-2032) | Size, Outlook, Pricing, Companies, Forecast, Revenue, segmentation, Growth, Analysis, Challenges, Strategy, Drivers, Trends, Insights, Restraints, Investment Opportunities, Competition, Share, Demand, Value

Market Forecast By Use Case (Queue Detection, Dwell-Time Analysis, Loss Prevention, Shopper Demographics), By Camera Tech (Ceiling-Mounted, Smart Cameras, High‑Res Cameras, Video Analytics), By Analytics Method (Edge AI + Cloud, Behavioral Algorithms, Object Recognition, Age/Gender Estimation), By End User (Supermarket Ops Managers, Store Layout Analysts, Security Teams, Marketing Managers) And Competitive Landscape
Product Code: ETC15404281 Publication Date: Oct 2026 Product Type: Market Research Report
Publisher: 6Wresearch Author: Ravi Bhandari No. of Pages: 109 No. of Figures: 55 No. of Tables: 11
Market Size, 2025 USD 297.0 million
Market Size, 2032 USD 553.47 million
CAGR, 2026–2032 9.3%

India Retail Video Insights AI Market Size & Growth Rate

India Retail Video Insights AI Market Size & Growth Rate

According to 6Wresearch internal database and industry insights, the India Retail Video Insights AI Market was valued at USD 297.0 million in 2025 and is projected to reach USD 553.47 million by 2032, growing at a CAGR of approximately 9.3% during 2026–2032.

India Retail Video Insights AI Market Highlights

Report Metric Details
Report Name India Retail Video Insights AI Market
Market Size 2025 USD 297.0 million
Market Size 2032 USD 553.47 million
Absolute Growth 2025–2032 USD 256.47 million
CAGR 2026–2032 9.3%
Peak Annual Growth 11.5% in 2027
Forecast Period 2026–2032
Historical Data 2022–2025
Base Year 2025
Leading Use Case, 2025 Loss Prevention (42% share)
Leading Camera Tech, 2025 Smart Cameras (50% share)
Leading Analytics Method, 2025 Edge AI + Cloud (42% share)
Leading End User, 2025 Supermarket Ops Managers (51% share)
Fastest-Growing Use Case Dwell-Time Analysis (11.5% CAGR)
Fastest-Growing Analytics Method Behavioral Algorithms (10.4% CAGR)
Fastest-Growing End User Marketing Managers (10.7% CAGR)
Growing Sector Retail Technology
Key End Users Supermarket Ops Managers, Store Layout Analysts, Security Teams, Marketing Managers

India Retail Video Insights AI Market Year-wise Growth Rate and Key Drivers (2022–2032)

This graph illustrates the annual growth rates of the market from 2022 to 2032, highlighting a steady upward trajectory and projected market expansion over the forecast period.

India Retail Video Insights AI Market Year-wise Growth Rate and Key Drivers (2022–2032)

Below, each year's estimated growth is shown next to the factor that most influenced it.

Year Estimated Annual Growth (%) Market Rationale
2022 9.4 The market showed steady growth due to increasing technology adoption in retail environments.
2023 6.5 Growth slowed as retailers adjusted to new technologies and consumer preferences shifted.
2024 7.6 Demand increased as more retailers sought to improve customer engagement through video analytics.
2025 9.8 The market peaked as retailers focused on loss prevention and operational efficiency.
2026 8.8 Growth slowed due to saturation in the market and the need for more advanced solutions.
2027 11.5 A surge in demand occurred as retailers invested in innovative video technologies.
2028 7.5 Growth slowed again as competition intensified among technology providers.
2029 7.1 The market continued to grow as retailers increasingly recognised the importance of data-driven insights.
2030 8.3 Demand rose as advancements in AI technology made video analytics more accessible.
2031 11.3 Growth accelerated as supermarket operations managers sought to improve operational efficiency and customer experience.
2032 10.7 The market growth slowed as it reached a more mature phase with established players.

Note: Market size estimations and growth projections presented in this report are based on 6Wresearch's proprietary forecasting methodology, utilizing the latest available industry data, government publications, and primary research inputs.

India Retail Video Insights AI Market Synopsis

Retail Video Insights AI Market in India encompasses technology that analyses video footage in retail settings. This technology improves customer experience, operational efficiency, and prevents losses. The market is growing due to over 1 million retail outlets in India and a strong preference for physical shopping among consumers. The Digital India initiative, launched in 2020, promotes technology adoption, further driving demand for in-store analytics.

Market Dynamics Impact Analysis (2026–2032)

Factor Type Impact Primary Segment Affected
Increasing number of retail outlets Driver High Loss Prevention
Growing consumer preference for physical stores Driver High Dwell-Time Analysis
Investment in AI technologies for retail Opportunity High Smart Cameras
Focus on enhancing customer experience Opportunity High Queue Detection
Challenges in technology integration Restraint Medium Video Analytics
High costs associated with advanced AI systems Restraint Medium Edge AI + Cloud
Limited awareness of AI benefits among retailers Challenge High Loss Prevention
Competition from alternative analytics solutions Challenge Medium Dwell-Time Analysis

Evaluation of Drivers in India Retail Video Insights AI Market (2026–2032)

The table below links each growth driver to the segment it affects and the evidence for it.

Drivers Primary Segment Affected Why It Matters (Evidence)
Rising number of retail outlets Loss Prevention With over 1 million retail outlets, demand for loss prevention technologies is increasing to combat theft, which accounts for 1.5% of total sales.
Consumer preference for physical shopping Dwell-Time Analysis Over 80% of Indian consumers prefer shopping in physical stores, leading retailers to invest in analytics for better customer insights.
Government initiatives promoting technology Smart Cameras The Digital India initiative encourages technology adoption, driving demand for smart cameras that improve in-store analytics.
Focus on operational efficiency Queue Detection Retailers are increasingly investing in queue detection systems to manage customer flow and reduce wait times, improving overall customer experience.
Technological advancements in AI Video Analytics Advancements in AI technology improve the capabilities of video analytics, prompting retailers to adopt these solutions for better insights.

Expansion of the Retail Video Insights AI market in India is backed by the rising number of retail outlets, with over 1 million across the country. This increase drives demand for loss prevention technologies, as theft accounts for approximately 1.5% of total sales. The preference for physical shopping among over 80% of consumers leads retailers to invest in analytics for improved customer insights. As a result, retailers are increasingly focusing on operational efficiency, investing in queue detection systems to enhance customer experience and streamline operations.

Evaluation of Restraints in India Retail Video Insights AI Market

The main factors holding the market back are set out below.

Market Restraint Primary Segment Affected Why It Matters (Evidence)
Integration challenges with existing systems Video Analytics Many retailers struggle to integrate advanced video analytics with their existing systems, hindering adoption and effectiveness.
High costs of implementing AI technologies Edge AI + Cloud The investment required for advanced AI systems can deter smaller retailers from adopting these solutions.
Limited understanding of AI benefits Loss Prevention Retailers often lack awareness of the potential benefits of AI technologies, leading to slower adoption rates.
Regulatory compliance issues Smart Cameras Retailers must navigate complex regulations regarding data privacy and security, which can delay the implementation of smart camera systems.
Competition from alternative analytics solutions Dwell-Time Analysis The presence of various analytics solutions creates competition, making it challenging for AI-based video analytics to gain market share.

India Retail Video Insights AI Market Challenges

The India Retail Video Insights AI market faces intense competition, forcing producers to lower prices and eroding profit margins. This situation arises from the rapid technology adoption driven by the Digital India initiative, compelling suppliers to innovate continuously or risk losing market share. Regulatory challenges stem from the Bureau of Indian Standards' recent guidelines for AI in retail analytics, which can delay product launches and increase compliance costs for suppliers. Buyers encounter high implementation expenses for advanced video analytics systems, which can consume up to 15% of their operational budgets, limiting their ability to invest in other essential areas.

Trends in the India Retail Video Insights AI Market

Below mentioned are some of the trends shaping the India Retail Video Insights AI Market growth.

  • Shift towards Advanced Video Analytics: Retailers are increasingly adopting advanced video analytics to improve customer insights and operational efficiency. The Smart Cities Mission has spurred this trend, with a growing number of urban retail environments seeking these solutions.
  • Growing Demand for Smart Cameras: The demand for smart cameras has surged, accounting for 50% of the camera tech segment in 2025. This shift is driven by the need for high-quality video analytics in retail environments.
  • Increased Focus on Loss Prevention Technologies: The importance of loss prevention technologies has become paramount, with 42% of the market share in 2025. Retailers are prioritising these solutions to combat theft effectively.
  • Emergence of Behavioural Algorithms: Behavioural algorithms are gaining traction, projected to grow at a CAGR of 10.4% from 2026 to 2032. This trend reflects the increasing need for tailored customer experiences in retail.

Investment Opportunities in the India Retail Video Insights AI Market

Investors looking at the India Retail Video Insights AI Market should consider the following areas.

  • Partner with Local Retailers: Now is the time to collaborate with local retailers to supply AI-driven video analytics solutions, as demand for these technologies is surging. Engaging with supermarket chains can facilitate market entry.
  • Invest in Smart Camera Technology: Investing in smart camera technology is essential, as these systems are projected to dominate the camera tech segment. Collaborating with urban retail hubs can facilitate access to a growing market.
  • Focus on Loss Prevention Solutions: With loss prevention accounting for 42% of the market share in 2025, there is an opportunity to supply tailored solutions. Engaging with security teams in retail can improve market penetration.
  • Utilise Government Initiatives: Utilising government initiatives like the Digital India programme can provide a pathway for AI technology suppliers. This initiative supports local technology development, creating opportunities for collaboration.

Government Initiatives in the India Retail Video Insights AI Market

The Digital India Programme, initiated by the Ministry of Electronics and Information Technology in 2020, improves digital infrastructure and promotes AI adoption in retail. This initiative aims to enhance technology integration across various sectors, including retail video insights, by providing necessary funding and resources. Additionally, the National Policy on Electronics 2019 encourages the use of AI, promoting innovation and investment in retail analytics technologies. These measures aim to create a supportive environment for technology adoption, benefiting producers and buyers alike. The AI for All initiative, launched in 2021, further bolsters the application of AI in retail, ensuring that businesses can leverage advanced analytics effectively.

Retailers in India benefit from the Atmanirbhar Bharat initiative, which supports local technology development and encourages the adoption of AI for retail analytics. This initiative facilitates funding for projects aimed at improving operational efficiency and loss prevention measures. The Bureau of Indian Standards, through its guidelines for AI in retail analytics, ensures that products meet quality and safety standards, which is crucial for buyers seeking reliable solutions. Furthermore, the Retailers Association of India actively promotes technology adoption among its members, providing resources and support for implementing advanced video analytics systems. This collaboration between government and industry stakeholders strengthens the overall market.

Future Insight of the India Retail Video Insights AI Market

The India Retail Video Insights AI market will evolve considerably by 2032, with the Smart Cities Mission and the National AI Strategy driving change. These initiatives will improve urban infrastructure and accelerate technology adoption, enhancing customer engagement in retail environments. Demand for video analytics will rise, particularly with over 1 million retail outlets seeking solutions to address losses from theft, which currently accounts for approximately 1.5% of total sales. The strong preference for physical shopping will further underscore the necessity for effective in-store insights, making video analytics crucial for retailers.

Market Segmentation Analysis

The analysis below covers each segmentation, its leading category in 2025 and its fastest-growing category through 2032.

By Use Case – Loss Prevention Dominated, Dwell-Time Analysis Expected to Grow Fastest

According to Ravi Bhandari, Research Head at 6Wresearch, with a 42% revenue share in 2025, Loss Prevention was the largest use case category. Loss prevention commands a substantial share in the India Retail Video Insights AI market as it effectively addresses retail theft, which accounts for around 1.5% of total sales. Retailers are increasingly adopting these insights to mitigate losses, particularly in a country with over 1 million retail outlets. Dwell-Time Analysis is projected to grow fastest, at a CAGR of 11.5% during 2026–2032. Dwell-time analysis is rapidly growing due to the average store dwell time of approximately 10 minutes, necessitating a deeper understanding of customer behaviour and product interest. This method's relevance is heightened by the ongoing focus on enhancing customer experience in physical retail settings. Suppliers should prioritise developing solutions that improve both loss prevention and dwell-time analysis to meet retailers' demands.

By Camera Tech – Smart Cameras Dominated and Is Expected to Record the Fastest Growth

The largest camera tech category in 2025 was Smart Cameras, with a 50% share of total revenue. Smart cameras dominate the market share in the India Retail Video Insights AI sector because they significantly enhance video quality and analytical capabilities. Their widespread adoption is evident across various retail environments, where they serve as essential tools for effective monitoring and assessment. The same category are also set to grow fastest, at a CAGR of 11.6% during 2026–2032. Smart cameras are also the fastest-growing segment, as their advanced features continually evolve to meet modern retail demands. Their dual role as both the leading and fastest segment signals a strong trend towards enhanced video technology in retail settings. This trend indicates that suppliers must invest in the development of smart camera technologies to remain competitive in the retail video insights market.

By Analytics Method – Edge AI + Cloud Dominated, Behavioral Algorithms Expected to Grow Fastest

Edge AI + Cloud took a 42% share of analytics method in 2025, more than any other category. Edge AI combined with cloud solutions captures a notable share in the India Retail Video Insights AI market, as it facilitates efficient data processing and storage. This method is increasingly favoured by retailers aiming to optimise their analytics capabilities without sacrificing performance. Over 2026–2032, Behavioral Algorithms are expected to post the fastest growth, at a CAGR of 10.4%. Behavioral algorithms are emerging as the fastest-growing segment, improving the analysis of customer interactions and preferences. Their growth reflects a shift towards more sophisticated analytics methods that yield deeper insights into consumer behaviour. For suppliers, this means focusing on the development of advanced analytics methods to address the evolving requirements of retailers.

By End User – Supermarket Ops Managers Dominated, Marketing Managers Expected to Grow Fastest

In 2025, Supermarket Ops Managers led the end user split with a 51% share. Supermarket operations managers hold the largest share in the India Retail Video Insights AI market, as they directly utilise insights to enhance operational efficiency and customer satisfaction. Their role is vital in managing large retail spaces, where effective analytics can lead to substantial performance improvements. Marketing Managers are set to record the highest CAGR in this split, 10.7% over 2026–2032. Marketing managers represent the fastest-growing segment, leveraging insights for targeted marketing campaigns that resonate with consumers. Their increasing emphasis on data-driven strategies underscores the significance of analytics in shaping retail marketing efforts. This growth suggests that suppliers should tailor their offerings to meet the specific needs of both supermarket operations and marketing professionals.

Key Attractiveness of the Report

  • 10 Years of Market Numbers
  • Historical Data Starting from 2022 to 2025
  • Base Year 2025
  • Forecast Data until 2032
  • Key Performance Indicators Impacting the Market
  • Major Upcoming Developments and Projects

Key Highlights of the Report:

  • India Retail Video Insights AI Market Outlook
  • Market Size of India Retail Video Insights AI Market, 2025
  • Forecast of India Retail Video Insights AI Market, 2032
  • Historical Data and Forecast of India Retail Video Insights AI Revenues & Volume for the Period 2022 - 2032F
  • India Retail Video Insights AI Market Trend Evolution
  • India Retail Video Insights AI Market Drivers and Challenges
  • India Retail Video Insights AI Price Trends
  • India Retail Video Insights AI Porter's Five Forces
  • India Retail Video Insights AI Industry Life Cycle
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Use Case for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Queue Detection for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Dwell-Time Analysis for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Loss Prevention for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Shopper Demographics for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Camera Tech for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Ceiling-Mounted for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Smart Cameras for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By High Res Cameras for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Video Analytics for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Analytics Method for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Edge AI Cloud for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Behavioral Algorithms for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Object Recognition for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Age/Gender Estimation for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By End User for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Supermarket Ops Managers for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Store Layout Analysts for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Security Teams for the Period 2022 - 2032F
  • Historical Data and Forecast of India Retail Video Insights AI Market Revenues & Volume By Marketing Managers for the Period 2022 - 2032F
  • India Retail Video Insights AI Import Export Trade Statistics
  • Market Opportunity Assessment By Use Case
  • Market Opportunity Assessment By Camera Tech
  • Market Opportunity Assessment By Analytics Method
  • Market Opportunity Assessment By End User
  • India Retail Video Insights AI Top Companies Market Share
  • India Retail Video Insights AI Competitive Benchmarking By Technical and Operational Parameters
  • India Retail Video Insights AI Company Profiles
  • India Retail Video Insights AI Key Strategic Recommendations

Market Covered

The report offers an extensive study of the following market segments.

By Use Case

  • Queue Detection
  • Dwell-Time Analysis
  • Loss Prevention
  • Shopper Demographics

By Camera Tech

  • Ceiling-Mounted
  • Smart Cameras
  • High‑Res Cameras
  • Video Analytics

By Analytics Method

  • Edge AI + Cloud
  • Behavioral Algorithms
  • Object Recognition
  • Age/Gender Estimation

By End User

  • Supermarket Ops Managers
  • Store Layout Analysts
  • Security Teams
  • Marketing Managers

India Retail Video Insights AI Market (2026-2032) FAQs

The best investment opportunity lies in partnering with local retailers to supply AI-driven video analytics solutions, as the market is expected to grow significantly in the coming years.
The India Retail Video Insights AI Market was valued at USD 297.0 million in 2025 and is expected to reach USD 553.47 million by 2032.
The market is expected to grow at a CAGR of approximately 9.3% during 2026–2032, with annual growth peaking at 11.5% in 2027.
The most important trend is the shift towards advanced video analytics, driven by the Digital India initiative and growing demand for customer insights.
The Digital India Programme by the Ministry of Electronics and Information Technology promotes technology adoption, encouraging retailers to invest in AI solutions for better insights.
6Wresearch actively monitors the India Retail Video Insights AI Market and publishes its comprehensive annual report, highlighting emerging trends, growth drivers, revenue analysis, and forecast outlook. Our insights help businesses to make data-backed strategic decisions with ongoing market dynamics. Our analysts track relevent industries related to the India Retail Video Insights AI Market, allowing our clients with actionable intelligence and reliable forecasts tailored to emerging regional needs.
Yes, we provide customisation as per your requirements. To learn more, feel free to contact us on sales@6wresearch.com

1 Executive Summary

2 Introduction

2.1 Key Highlights of the Report

2.2 Report Description

2.3 Market Scope & Segmentation

2.4 Research Methodology

2.5 Assumptions

3 India Retail Video Insights AI Market Overview

3.1 India Country Macro Economic Indicators

3.2 India Retail Video Insights AI Market Revenues & Volume, 2022 & 2032F

3.3 India Retail Video Insights AI Market - Industry Life Cycle

3.4 India Retail Video Insights AI Market - Porter's Five Forces

3.5 India Retail Video Insights AI Market Revenues & Volume Share, By Use Case, 2022 & 2032F

3.6 India Retail Video Insights AI Market Revenues & Volume Share, By Camera Tech, 2022 & 2032F

3.7 India Retail Video Insights AI Market Revenues & Volume Share, By Analytics Method, 2022 & 2032F

3.8 India Retail Video Insights AI Market Revenues & Volume Share, By End User, 2022 & 2032F

4 India Retail Video Insights AI Market Dynamics

4.1 Impact Analysis

4.2 Market Drivers

4.3 Market Restraints

5 India Retail Video Insights AI Market Trends

6 India Retail Video Insights AI Market, By Types

6.1 India Retail Video Insights AI Market, By Use Case

6.1.1 Overview and Analysis

6.1.2 India Retail Video Insights AI Market Revenues & Volume, By Use Case, 2022 - 2032F

6.1.3 India Retail Video Insights AI Market Revenues & Volume, By Queue Detection, 2022 - 2032F

6.1.4 India Retail Video Insights AI Market Revenues & Volume, By Dwell-Time Analysis, 2022 - 2032F

6.1.5 India Retail Video Insights AI Market Revenues & Volume, By Loss Prevention, 2022 - 2032F

6.1.6 India Retail Video Insights AI Market Revenues & Volume, By Shopper Demographics, 2022 - 2032F

6.2 India Retail Video Insights AI Market, By Camera Tech

6.2.1 Overview and Analysis

6.2.2 India Retail Video Insights AI Market Revenues & Volume, By Ceiling-Mounted, 2022 - 2032F

6.2.3 India Retail Video Insights AI Market Revenues & Volume, By Smart Cameras, 2022 - 2032F

6.2.4 India Retail Video Insights AI Market Revenues & Volume, By High‑Res Cameras, 2022 - 2032F

6.2.5 India Retail Video Insights AI Market Revenues & Volume, By Video Analytics, 2022 - 2032F

6.3 India Retail Video Insights AI Market, By Analytics Method

6.3.1 Overview and Analysis

6.3.2 India Retail Video Insights AI Market Revenues & Volume, By Edge AI + Cloud, 2022 - 2032F

6.3.3 India Retail Video Insights AI Market Revenues & Volume, By Behavioral Algorithms, 2022 - 2032F

6.3.4 India Retail Video Insights AI Market Revenues & Volume, By Object Recognition, 2022 - 2032F

6.3.5 India Retail Video Insights AI Market Revenues & Volume, By Age/Gender Estimation, 2022 - 2032F

6.4 India Retail Video Insights AI Market, By End User

6.4.1 Overview and Analysis

6.4.2 India Retail Video Insights AI Market Revenues & Volume, By Supermarket Ops Managers, 2022 - 2032F

6.4.3 India Retail Video Insights AI Market Revenues & Volume, By Store Layout Analysts, 2022 - 2032F

6.4.4 India Retail Video Insights AI Market Revenues & Volume, By Security Teams, 2022 - 2032F

6.4.5 India Retail Video Insights AI Market Revenues & Volume, By Marketing Managers, 2022 - 2032F

7 India Retail Video Insights AI Market Import-Export Trade Statistics

7.1 India Retail Video Insights AI Market Export to Major Countries

7.2 India Retail Video Insights AI Market Imports from Major Countries

8 India Retail Video Insights AI Market Key Performance Indicators

9 India Retail Video Insights AI Market - Opportunity Assessment

9.1 India Retail Video Insights AI Market Opportunity Assessment, By Use Case, 2022 & 2032F

9.2 India Retail Video Insights AI Market Opportunity Assessment, By Camera Tech, 2022 & 2032F

9.3 India Retail Video Insights AI Market Opportunity Assessment, By Analytics Method, 2022 & 2032F

9.4 India Retail Video Insights AI Market Opportunity Assessment, By End User, 2022 & 2032F

10 India Retail Video Insights AI Market - Competitive Landscape

10.1 India Retail Video Insights AI Market Revenue Share, By Companies, 2025

10.2 India Retail Video Insights AI Market Competitive Benchmarking, By Operating and Technical Parameters

11 Company Profiles

12 Recommendations

13 Disclaimer

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