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

Market Forecast By Tool Type (Code Optimization, Auto-Refactoring, Language Conversion, Test Generation), By AI Capability (Static Code Analysis, Pattern Learning, NLP & Code AI, Unit Test Suggestion), By Distribution Channel (Developer SaaS Tools, DevOps Toolkits, IDE Marketplaces, Online Code Platforms), By End User (Software Development Teams, Engineering Departments, Software Vendors, QA Teams) And Competitive Landscape
Product Code: ETC15868537 Publication Date: Oct 2026 Product Type: Market Research Report
Publisher: 6Wresearch Author: Shubham Padhi No. of Pages: 75 No. of Figures: 35 No. of Tables: 20
Market Size, 2025 USD 629.0 million
Market Size, 2032 USD 1,099.13 million
CAGR, 2026–2032 8.3%

India AI Refactoring Tools Market Size & Growth Rate

India AI Refactoring Tools Market Size & Growth Rate

According to 6Wresearch internal database and industry insights, the India AI Refactoring Tools Market was valued at USD 629.0 million in 2025 and is projected to reach USD 1,099.13 million by 2032, growing at a CAGR of approximately 8.3% during 2026–2032.

India AI Refactoring Tools Market Highlights

Report Metric Details
Report Name India AI Refactoring Tools Market
Market Size 2025 USD 629.0 million
Market Size 2032 USD 1,099.13 million
Absolute Growth 2025–2032 USD 470.13 million
CAGR 2026–2032 8.3%
Peak Annual Growth 10.0% in 2028
Forecast Period 2026–2032
Historical Data 2022–2025
Base Year 2025
Leading Tool Type, 2025 Code Optimization (49% share)
Leading AI Capability, 2025 Static Code Analysis (41% share)
Leading Distribution Channel, 2025 Developer SaaS Tools (44% share)
Leading End User, 2025 Software Development Teams (36% share)
Fastest-Growing Tool Type Auto-Refactoring (10.0% CAGR)
Fastest-Growing AI Capability Pattern Learning (10.8% CAGR)
Fastest-Growing Distribution Channel DevOps Toolkits (10.3% CAGR)
Fastest-Growing End User Engineering Departments (11.1% CAGR)
Growing Sector Software Development
Key End Users Software Development Teams, Engineering Departments, QA Teams, Software Vendors

India AI Refactoring Tools 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 AI Refactoring Tools 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 6.7 The market experienced steady growth due to increasing software development activities.
2023 8.5 Demand accelerated as AI adoption among software firms rose by 10%.
2024 6.8 Growth slowed slightly as the market adjusted to previous gains in adoption.
2025 6.0 The market continued to expand, albeit at a slower pace than before.
2026 6.5 A renewed interest in AI tools is expected to spur faster growth in the market.
2027 9.2 Increased investments in AI technologies will lead to a notable rise in demand.
2028 10.0 The market is projected to peak as companies seek advanced refactoring solutions.
2029 6.7 Growth is expected to decelerate as the market begins to stabilise after rapid expansion.
2030 7.6 Demand will rebound as new AI initiatives are introduced across sectors.
2031 8.7 The market is projected to continue growing, driven by ongoing technological advancements.
2032 9.4 A strong focus on AI integration in software development is expected to sustain growth.

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 AI Refactoring Tools Market Synopsis

AI Refactoring Tools Market in India encompasses software applications that improve existing code without altering its external behaviour. These tools improve code quality and maintainability through machine learning and natural language processing. The market is expanding due to growing demand from software development teams and increased AI adoption among companies. In 2023, over 1.5 million software developers actively utilised AI tools, indicating a strong trend towards AI-driven solutions. Initiatives like the Digital India Programme are further propelling this growth.

Market Dynamics Impact Analysis (2026–2032)

Factor Type Impact Primary Segment Affected
Increasing software development activities are driving demand for code optimization tools. Driver High Code Optimization
The rise in AI adoption among software firms is boosting the need for automated refactoring solutions. Driver High Auto-Refactoring
The growing number of software developers presents an opportunity for AI refactoring tool suppliers. Opportunity High Software Development Teams
The Indian government's target to train 1 million AI professionals creates a demand for advanced AI tools. Opportunity High Engineering Departments
Limited awareness of AI refactoring tools among smaller firms may restrain market growth. Restraint Medium Software Vendors
The development of standards for AI tools may slow down the approval process for new products. Restraint Medium QA Teams
High competition among tool providers can lead to pricing pressures affecting profitability. Challenge High Developer SaaS Tools
The need for continuous updates and maintenance of AI tools poses a challenge for developers. Challenge Medium DevOps Toolkits

Evaluation of Drivers in India AI Refactoring Tools 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 software development activities drive demand for code optimization tools. Code Optimization In 2023, India had over 1.5 million software developers actively using AI tools.
Increased AI adoption among firms boosts the need for automated refactoring solutions. Auto-Refactoring The National Association of Software and Service Companies reported a 10% increase in AI adoption among software firms.
Growing focus on AI technologies in the IT sector drives demand for static code analysis. Static Code Analysis India's IT sector employs approximately 4.5 million people, with a rising focus on AI.
The push for quality assurance in software development drives the use of test generation tools. Test Generation The Bureau of Indian Standards is developing standards for AI tools to ensure quality.
The need for code migration across programming languages creates demand for language conversion tools. Language Conversion The Ministry of Electronics and Information Technology launched the 'Digital India' initiative to promote AI.

Growth across the AI Refactoring Tools market in India is anchored in rising software development activities and increased AI adoption. In 2023, over 1.5 million software developers actively used AI tools, boosting demand for code optimization solutions. The IT sector's focus on AI technologies is leading to a surge in automated refactoring needs. The push for quality assurance drives the use of test generation tools, as standards for AI tools are being developed. This growing emphasis on quality and efficiency in software development is creating strong demand for AI refactoring tools.

Evaluation of Restraints in India AI Refactoring Tools Market

The following restraints limit how fast demand can grow.

Market Restraint Primary Segment Affected Why It Matters (Evidence)
Limited awareness of AI refactoring tools among smaller firms may restrain market growth. Software Vendors Many smaller firms lack knowledge about the benefits of AI refactoring tools, hindering adoption.
The development of standards for AI tools may slow down the approval process for new products. QA Teams As the Bureau of Indian Standards works on quality standards, new tool approvals could face delays.
High competition among tool providers can lead to pricing pressures affecting profitability. Developer SaaS Tools Intense competition may force providers to lower prices, impacting their profit margins.
The need for continuous updates and maintenance of AI tools poses a challenge for developers. DevOps Toolkits Ongoing maintenance requirements can strain resources and increase operational costs for developers.
Integration challenges with existing systems may limit tool adoption among firms. Engineering Departments Companies may hesitate to adopt new tools due to concerns over compatibility with legacy systems.

India AI Refactoring Tools Market Challenges

The India AI Refactoring Tools market struggles with a skills shortage, as the government aims to train 1 million AI professionals by 2025, which delays project timelines for software firms and raises costs for developers. Supply chain constraints exist because the demand for AI tools outpaces current production capabilities, leading to longer lead times that hinder project delivery for buyers. Regulatory hurdles arise from the Bureau of Indian Standards developing new quality standards for AI tools, which can stall product launches and increase compliance costs for producers. Buyers face rising expenses due to a 10% increase in AI adoption among software firms in 2023, forcing them to allocate larger budgets for training and tool acquisition.

Trends in the India AI Refactoring Tools Market

Below mentioned are some of the trends shaping the India AI Refactoring Tools Market growth.

  • Shift towards Automated Refactoring Solutions: India is experiencing a shift towards automated refactoring solutions as software firms seek efficiency. In 2023, the demand for auto-refactoring tools increased by 10%, reflecting this trend.
  • Growing Adoption of Static Code Analysis: Static code analysis is gaining traction among developers, improving code quality and security. In 2023, its adoption rate rose to 41% among software teams, driven by quality assurance needs.
  • Emergence of AI-Driven Test Generation: AI-driven test generation tools are becoming essential for software quality assurance. The market for these tools expanded by 15% in 2023, highlighting their growing importance.
  • Focus on Language Conversion Tools: There is an increasing focus on language conversion tools as companies migrate legacy systems. In 2023, the demand for these tools surged by 12%, indicating a significant trend.

Investment Opportunities in the India AI Refactoring Tools Market

Several openings in the India AI Refactoring Tools Market merit attention from investors.

  • Supply of AI Refactoring Tools for Software Development Teams: With over 1.5 million software developers in India, there is a strong opportunity to supply AI refactoring tools. The increasing need for efficient coding solutions drives this demand.
  • Investment in AI Training Programs: The Indian government's goal to train 1 million AI professionals by 2025 presents an opportunity for educational institutions to develop AI training programs. This initiative will cultivate a skilled workforce.
  • Development of AI Tools for Quality Assurance Teams: Quality assurance teams are increasingly adopting AI tools to enhance testing processes. The growing focus on software quality offers a promising opportunity for tool developers.
  • Expansion of AI Refactoring Solutions in Startups: The Software Technology Parks of India support startups concentrating on AI-driven solutions. With ₹1,500 crores allocated for AI initiatives, there is a substantial opportunity for new entrants.

Government Initiatives in the India AI Refactoring Tools Market

The National AI Strategy launched by the Ministry of Electronics and Information Technology in 2021 aims to promote AI adoption across sectors. This strategy is essential for improving the capabilities of AI refactoring tools and ensuring their integration into various applications. The initiative targets a $1 trillion economy by 2025, which will further drive demand for AI solutions. Additionally, the Digital India Programme, updated in 2022, focuses on improving digital infrastructure and promoting AI technologies, creating a conducive environment for AI tool development.

The 'AI for All' initiative introduced by the Ministry of Electronics and Information Technology in 2020 aims to raise awareness and improve accessibility to AI technologies. This initiative supports the growing number of AI professionals and strengthens the overall ecosystem for AI development in India. The Software Technology Parks of India (STPI) launched a scheme in 2023 to provide financial support for startups focusing on AI-driven software solutions. This funding enables startups to develop and market AI refactoring tools effectively, fostering innovation and entrepreneurship in the AI sector.

Future Insight of the India AI Refactoring Tools Market

By 2032, buyers and suppliers in the India AI Refactoring Tools market can expect substantial advancements, driven by the National AI Strategy aiming to establish India as a global AI leader. The 'Digital India' initiative will further stimulate AI development, promoting innovation in software applications. The Indian IT-BPM industry is projected to grow at a CAGR of 8% from 2023 to 2025, which will boost demand for AI solutions and broaden market offerings. Increased availability of AI and machine learning courses at universities will help close the skills gap, ensuring a steady supply of qualified professionals.

Market Segmentation Analysis

Each segment group is reviewed below, with the leader by share and the fastest grower by CAGR.

By Tool Type – Code Optimization Dominated, Auto-Refactoring Expected to Grow Fastest

According to Shubham Padhi, Research Analyst at 6Wresearch, Code Optimization took a 49% share of tool type in 2025, more than any other category. Code Optimization holds the largest market share because it is essential for improving performance and efficiency for software developers. With over 1.5 million developers in India, the demand for optimising existing code is substantial. Over 2026–2032, Auto-Refactoring is expected to post the fastest growth, at a CAGR of 10.0%. Auto-Refactoring is growing rapidly as it automates code improvement processes, appealing to developers seeking efficiency. The 10% increase in AI adoption among software firms in 2023 indicates a strong push towards automation, further driving this segment's expansion. Suppliers should focus on developing advanced Auto-Refactoring capabilities to meet the growing needs of software developers.

By AI Capability – Static Code Analysis Dominated, Pattern Learning Expected to Grow Fastest

Static Code Analysis held a 41% share of the India AI Refactoring Tools Market by ai capability in 2025. Static Code Analysis leads the market as it is crucial for identifying code vulnerabilities, ensuring software security and reliability. The increasing emphasis on AI technologies within India's IT sector highlights the importance of this capability among developers. The quickest growth will come from Pattern Learning, forecast to expand at a CAGR of 10.8% between 2026 and 2032. Pattern Learning is the fastest-growing segment because it aids in recognising coding patterns essential for enhancing code quality. The introduction of AI and machine learning courses in Indian universities is driving interest and demand for this capability, indicating robust future growth. Buyers should prioritise tools with robust Pattern Learning features to enhance their coding practices.

By Distribution Channel – Developer SaaS Tools Dominated, DevOps Toolkits Expected to Grow Fastest

The largest distribution channel category in 2025 was Developer SaaS Tools, with a 44% share of total revenue. Developer SaaS Tools dominate the market due to their widespread adoption among developers for ease of access and flexibility. This channel aligns well with the needs of India's large software development community, facilitating seamless integration of AI tools into their workflows. DevOps Toolkits are set to record the highest CAGR in this split, 10.3% over 2026–2032. DevOps Toolkits are growing rapidly as they are integral to modern DevOps practices, which software teams increasingly embrace. The push for automation in software development is accelerating the adoption of these toolkits, indicating strong future demand. Suppliers must ensure their offerings are compatible with popular DevOps Toolkits to capture this expanding market segment.

By End User – Software Development Teams Dominated, Engineering Departments Expected to Grow Fastest

In 2025, Software Development Teams led the end user split with a 36% share. Software Development Teams represent the largest share of users for AI Refactoring Tools, as they are the primary users focused on improving code quality. The strong presence of over 1.5 million software developers in India underscores the significance of this user group in the market. Engineering Departments are projected to grow fastest, at a CAGR of 11.1% during 2026–2032. Engineering Departments are the fastest-growing segment, utilising these tools for project development to enhance productivity. The increasing emphasis on AI-driven solutions within engineering practices is propelling this growth, indicating a shift in how these departments operate. Suppliers should tailor their products to meet the specific needs of Engineering Departments to capitalise on this growth opportunity.

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 AI Refactoring Tools Market Outlook
  • Market Size of India AI Refactoring Tools Market, 2025
  • Forecast of India AI Refactoring Tools Market, 2032
  • Historical Data and Forecast of India AI Refactoring Tools Revenues & Volume for the Period 2022 - 2032F
  • India AI Refactoring Tools Market Trend Evolution
  • India AI Refactoring Tools Market Drivers and Challenges
  • India AI Refactoring Tools Price Trends
  • India AI Refactoring Tools Porter's Five Forces
  • India AI Refactoring Tools Industry Life Cycle
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Tool Type for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Code Optimization for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Auto-Refactoring for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Language Conversion for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Test Generation for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By AI Capability for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Static Code Analysis for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Pattern Learning for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By NLP & Code AI for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Unit Test Suggestion for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Distribution Channel for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Developer SaaS Tools for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By DevOps Toolkits for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By IDE Marketplaces for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Online Code Platforms for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By End User for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Software Development Teams for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Engineering Departments for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By Software Vendors for the Period 2022 - 2032F
  • Historical Data and Forecast of India AI Refactoring Tools Market Revenues & Volume By QA Teams for the Period 2022 - 2032F
  • India AI Refactoring Tools Import Export Trade Statistics
  • Market Opportunity Assessment By Tool Type
  • Market Opportunity Assessment By AI Capability
  • Market Opportunity Assessment By Distribution Channel
  • Market Opportunity Assessment By End User
  • India AI Refactoring Tools Top Companies Market Share
  • India AI Refactoring Tools Competitive Benchmarking By Technical and Operational Parameters
  • India AI Refactoring Tools Company Profiles
  • India AI Refactoring Tools Key Strategic Recommendations

Market Covered

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

By Tool Type

  • Code Optimization
  • Auto-Refactoring
  • Language Conversion
  • Test Generation

By AI Capability

  • Static Code Analysis
  • Pattern Learning
  • NLP & Code AI
  • Unit Test Suggestion

By Distribution Channel

  • Developer SaaS Tools
  • DevOps Toolkits
  • IDE Marketplaces
  • Online Code Platforms

By End User

  • Software Development Teams
  • Engineering Departments
  • Software Vendors
  • QA Teams

India AI Refactoring Tools Market (2026-2032) FAQs

The India AI Refactoring Tools Market is expected to add USD 470.13 million in value by 2032, reaching USD 1,099.13 million.
The National AI Strategy by the Ministry of Electronics and Information Technology promotes AI adoption, affecting how buyers evaluate and integrate AI tools.
The market is expected to grow at a CAGR of approximately 8.3% during 2026–2032, with annual growth peaking at 10.0% in 2028.
By 2032, buyers can expect a wider range of advanced AI refactoring tools, supported by ongoing government initiatives and a growing skilled workforce.
High competition among tool providers can lead to pricing pressures, impacting profitability for developers and reducing the quality of offerings.
6Wresearch actively monitors the India AI Refactoring Tools 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 AI Refactoring Tools 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 AI Refactoring Tools Market Overview

3.1 India Country Macro Economic Indicators

3.2 India AI Refactoring Tools Market Revenues & Volume, 2022 & 2032F

3.3 India AI Refactoring Tools Market - Industry Life Cycle

3.4 India AI Refactoring Tools Market - Porter's Five Forces

3.5 India AI Refactoring Tools Market Revenues & Volume Share, By Tool Type, 2022 & 2032F

3.6 India AI Refactoring Tools Market Revenues & Volume Share, By AI Capability, 2022 & 2032F

3.7 India AI Refactoring Tools Market Revenues & Volume Share, By Distribution Channel, 2022 & 2032F

3.8 India AI Refactoring Tools Market Revenues & Volume Share, By End User, 2022 & 2032F

4 India AI Refactoring Tools Market Dynamics

4.1 Impact Analysis

4.2 Market Drivers

4.3 Market Restraints

5 India AI Refactoring Tools Market Trends

6 India AI Refactoring Tools Market, By Types

6.1 India AI Refactoring Tools Market, By Tool Type

6.1.1 Overview and Analysis

6.1.2 India AI Refactoring Tools Market Revenues & Volume, By Tool Type, 2022 - 2032F

6.1.3 India AI Refactoring Tools Market Revenues & Volume, By Code Optimization, 2022 - 2032F

6.1.4 India AI Refactoring Tools Market Revenues & Volume, By Auto-Refactoring, 2022 - 2032F

6.1.5 India AI Refactoring Tools Market Revenues & Volume, By Language Conversion, 2022 - 2032F

6.1.6 India AI Refactoring Tools Market Revenues & Volume, By Test Generation, 2022 - 2032F

6.2 India AI Refactoring Tools Market, By AI Capability

6.2.1 Overview and Analysis

6.2.2 India AI Refactoring Tools Market Revenues & Volume, By Static Code Analysis, 2022 - 2032F

6.2.3 India AI Refactoring Tools Market Revenues & Volume, By Pattern Learning, 2022 - 2032F

6.2.4 India AI Refactoring Tools Market Revenues & Volume, By NLP & Code AI, 2022 - 2032F

6.2.5 India AI Refactoring Tools Market Revenues & Volume, By Unit Test Suggestion, 2022 - 2032F

6.3 India AI Refactoring Tools Market, By Distribution Channel

6.3.1 Overview and Analysis

6.3.2 India AI Refactoring Tools Market Revenues & Volume, By Developer SaaS Tools, 2022 - 2032F

6.3.3 India AI Refactoring Tools Market Revenues & Volume, By DevOps Toolkits, 2022 - 2032F

6.3.4 India AI Refactoring Tools Market Revenues & Volume, By IDE Marketplaces, 2022 - 2032F

6.3.5 India AI Refactoring Tools Market Revenues & Volume, By Online Code Platforms, 2022 - 2032F

6.4 India AI Refactoring Tools Market, By End User

6.4.1 Overview and Analysis

6.4.2 India AI Refactoring Tools Market Revenues & Volume, By Software Development Teams, 2022 - 2032F

6.4.3 India AI Refactoring Tools Market Revenues & Volume, By Engineering Departments, 2022 - 2032F

6.4.4 India AI Refactoring Tools Market Revenues & Volume, By Software Vendors, 2022 - 2032F

6.4.5 India AI Refactoring Tools Market Revenues & Volume, By QA Teams, 2022 - 2032F

7 India AI Refactoring Tools Market Import-Export Trade Statistics

7.1 India AI Refactoring Tools Market Export to Major Countries

7.2 India AI Refactoring Tools Market Imports from Major Countries

8 India AI Refactoring Tools Market Key Performance Indicators

9 India AI Refactoring Tools Market - Opportunity Assessment

9.1 India AI Refactoring Tools Market Opportunity Assessment, By Tool Type, 2022 & 2032F

9.2 India AI Refactoring Tools Market Opportunity Assessment, By AI Capability, 2022 & 2032F

9.3 India AI Refactoring Tools Market Opportunity Assessment, By Distribution Channel, 2022 & 2032F

9.4 India AI Refactoring Tools Market Opportunity Assessment, By End User, 2022 & 2032F

10 India AI Refactoring Tools Market - Competitive Landscape

10.1 India AI Refactoring Tools Market Revenue Share, By Companies, 2025

10.2 India AI Refactoring Tools Market Competitive Benchmarking, By Operating and Technical Parameters

11 Company Profiles

12 Recommendations

13 Disclaimer

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