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Inclusive Artificial Intelligence (AI) Development

PYQs

8

Articles

1

Momentum

21

Phase IFoundation

Background

Overview

UPSC cares about how new technologies like AI can be leveraged for national development, social justice, and inclusive growth. It examines the policy challenges involved in ensuring equitable access, ethical deployment, and the integration of technology with governance and welfare schemes.

Artificial Intelligence (AI) refers to the simulation of human intelligence in machines programmed to think and learn. Inclusive AI development aims to ensure that the design, deployment, and benefits of AI systems are accessible, equitable, and beneficial to all segments of society, addressing potential biases and digital divides.

Phase IIStatic core

Facts & tables

Key facts

Focus Areas

Accessibility, affordability, and relevance of AI solutions for diverse populations, including those in rural or underserved areas.

Development Approach

Emphasizes co-creation and participation of local communities, experts, and diverse stakeholders in AI design and implementation.

Bias Mitigation

Aims to identify and mitigate biases in AI algorithms and datasets to ensure fair, non-discriminatory outcomes across different demographics.

Societal Impact

Crucial for leveraging AI's potential to achieve sustainable development goals, promote social justice, and bridge existing inequalities.

Reference table

Static syllabus anchors

TypeReference
Conceptual areaScience & Technology
Conceptual areaSocial Justice & Development

Reference table

Institutions & roles

BodyRole
Niti AayogPolicy formulation and strategic guidance for ai in india
Ministry of Electronics and Information Technology (MeitY)Implements policies, promotes digital initiatives, and fosters ai ecosystem development
Phase IIIExam lens

Prelims angle

Overview

Prelims angle: Multi-statement analysis

Prelims angle: Conceptual understanding

Quick revision

  • AI for social good: applications in health, education, agriculture, and public services.
  • Addressing data bias and algorithmic fairness to ensure equitable outcomes.
  • Importance of local language datasets and cultural context in AI development.
  • Role of public-private partnerships and community participation in inclusive AI.
  • Strategies to bridge the digital divide for equitable AI access and benefits.

High-confidence PYQs

2026Multi-statement analysis, Conceptual understanding

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

Science & TechnologyOpen question

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

Science & TechnologyOpen question
2026Statement-based questions, Factual recall

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

Science & TechnologyOpen question

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

Science & TechnologyOpen question
2022Multi-statement analysis, Conceptual understanding

With reference to Web 3-0, consider the following statements : 1. Web 3-0 technology enables people to control their own data. 2. In Web 3-0 world, there ca...

Science & TechnologyOpen question

Consider the following communication technologies: 1. Closed-circuit Television 2. Radio Frequency Identification 3. Wireless Local Area Network Which of t...

Science & TechnologyOpen question
2022Factual recall, Conceptual understanding

With reference to Web 3-0, consider the following statements : 1. Web 3-0 technology enables people to control their own data. 2. In Web 3-0 world, there ca...

Science & TechnologyOpen question

Consider the following communication technologies: 1. Closed-circuit Television 2. Radio Frequency Identification 3. Wireless Local Area Network Which of t...

Science & TechnologyOpen question
2020Multi-statement analysis, Conceptual understanding

With the present state of development, Artificial Intelligence an effectively do which of the following? 1. Bring down electricity consumption in industrial ...

Science & TechnologyOpen question
2019Conceptual understanding, Multi-statement analysis

With reference to communication technologies, what is/are the difference/differences between LTE (Long-Term Evolution) and VoLTE (Voice over Long-Term Evolut...

Science & TechnologyOpen question
2018Multi-statement analysis, Policy measures

Which of the following is/are the aim/aims of "Digital India" Plan of the Government of India? 1. Formation of India's own Internet companies like China did...

Social Issues & SchemesOpen question
2017Factual recall, Multi-statement analysis

In India, it is legally mandatory for which of the following to report on cybersecurity incidents? 1. Service providers 2. Data centres 3. Body corporate...

Science & TechnologyOpen question

Topic timeline

Science & TechnologySocial Justice & Development
Prelims 2017· Factual recall, Multi-statement analysis

In India, it is legally mandatory for which of the following to report on cybersecurity incidents? 1. Service providers 2. Data centres 3. Body corporate...

Open question
Prelims 2018· Multi-statement analysis, Policy measures

Which of the following is/are the aim/aims of "Digital India" Plan of the Government of India? 1. Formation of India's own Internet companies like China did...

Open question
Prelims 2019· Conceptual understanding, Multi-statement analysis

With reference to communication technologies, what is/are the difference/differences between LTE (Long-Term Evolution) and VoLTE (Voice over Long-Term Evolut...

Open question
Prelims 2020· Multi-statement analysis, Conceptual understanding

With the present state of development, Artificial Intelligence an effectively do which of the following? 1. Bring down electricity consumption in industrial ...

Open question
Prelims 2022· Multi-statement analysis, Conceptual understanding

With reference to Web 3-0, consider the following statements : 1. Web 3-0 technology enables people to control their own data. 2. In Web 3-0 world, there ca...

Open question

Consider the following communication technologies: 1. Closed-circuit Television 2. Radio Frequency Identification 3. Wireless Local Area Network Which of t...

Open question
Prelims 2022· Factual recall, Conceptual understanding

With reference to Web 3-0, consider the following statements : 1. Web 3-0 technology enables people to control their own data. 2. In Web 3-0 world, there ca...

Open question

Consider the following communication technologies: 1. Closed-circuit Television 2. Radio Frequency Identification 3. Wireless Local Area Network Which of t...

Open question
Prelims 2026· Multi-statement analysis, Conceptual understanding

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

Open question

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

Open question
Prelims 2026· Statement-based questions, Factual recall

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

Open question

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

Open question

To build AI for all, India must build it with all

19 Aug 2026 · Inclusive AI development ensures AI benefits all by focusing on accessibility, equity, and participation, thereby preventing digital divides and promoting social good through responsible technological advancement.

Read article

Related topics

Current topic

Inclusive Artificial Intelligence (AI) Development

Often confused with

Artificial Intelligence Governance and Ethics

Open notes

Practice writing on this topic

UPSC has asked 8 linked questions on Inclusive Artificial Intelligence (AI) Development in Mains. Write an answer to one — and get it evaluated.

See Mains PYQsEvaluate an answer

UPSC Prelims PYQs on Inclusive Artificial Intelligence (AI) Development

Practice official previous year questions asked by UPSC related to this concept.

With reference to Web 3-0, consider the following statements : 1. Web 3-0 technology enables people to control their own data. 2. In Web 3-0 world, there ca...

2022·Science & Technology
Solve

Consider the following statements with respect to the AI Impact Summit, 2026 held in New Delhi : 1. The Summit's intellectual framework was based on three f...

2026·Science & Technology
Solve

Which of the following is/are the aim/aims of "Digital India" Plan of the Government of India? 1. Formation of India's own Internet companies like China did...

2018·Social Issues & Schemes
Solve

Which of the following statements regarding the features of blockchain technology are correct? 1. Records stored in the database may be made visible to rele...

2026·Science & Technology
Solve

With the present state of development, Artificial Intelligence an effectively do which of the following? 1. Bring down electricity consumption in industrial ...

2020·Science & Technology
Solve

With reference to communication technologies, what is/are the difference/differences between LTE (Long-Term Evolution) and VoLTE (Voice over Long-Term Evolut...

2019·Science & Technology
Solve

In India, it is legally mandatory for which of the following to report on cybersecurity incidents? 1. Service providers 2. Data centres 3. Body corporate...

2017·Science & Technology
Solve

Consider the following communication technologies: 1. Closed-circuit Television 2. Radio Frequency Identification 3. Wireless Local Area Network Which of t...

2022·Science & Technology
Solve

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