AI Governance and the Indian Constitution: Assessing India’s Constitutional Readiness for Algorithmic Regulation
Author: Sanvi Oli
Student, IMS Unison University, Dehradun
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💡 3 Quick Takeaways
- Artificial intelligence increasingly influences policing, surveillance, employment, welfare distribution, and political communication, raising significant constitutional concerns.
- Articles 14, 19, and 21 provide a doctrinal foundation for addressing algorithmic discrimination, digital surveillance, and AI-driven threats to democracy.
- While India’s constitutional framework is capable of accommodating AI-related rights claims, legislative and institutional mechanisms remain underdeveloped.
“The real question is, when will we draft an artificial intelligence bill of rights? What will that consist of? And who will get to decide that?”
— Gray Scott
Abstract
Algorithmic systems have moved from the periphery to the centre of public life in India, shaping how citizens are policed, hired, surveilled, and politically persuaded. The constitutional order designed in 1949 to guard against arbitrary exercises of human authority was never conceived to regulate machine-driven power.
This article examines whether India’s fundamental rights framework—particularly Articles 14, 19, and 21—possesses sufficient doctrinal flexibility to address the distinctive challenges posed by artificial intelligence. Drawing on examples involving biometric surveillance, automated hiring systems, predictive policing, and AI-generated electoral disinformation, the article argues that while constitutional provisions are broad enough to encompass AI-related rights claims, the institutional and remedial mechanisms required to make those protections effective remain inadequately developed.
The article concludes that a meaningful response requires judicial innovation, legislative intervention, and a broader commitment to what may be described as digital constitutionalism.
Keywords: Artificial Intelligence, Constitutional Law, Digital Constitutionalism, Privacy, Algorithmic Governance, Article 14, Article 19, Article 21
I. The Central Problem
A revealing moment in India’s AI governance journey occurred when the Delhi Police informed the Delhi High Court in 2018 that its facial recognition software generated accurate matches only about two per cent of the time. Subsequent disclosures suggested even poorer performance, while authorities acknowledged the system’s inability to reliably distinguish between male and female subjects.
Rather than slowing deployment, however, state investment in AI-powered surveillance infrastructure continued to expand. This development illustrates the central regulatory paradox addressed in this article.
Constitutional democracies have always confronted the challenge of limiting unchecked governmental power. Artificial intelligence introduces a new dimension to this challenge. Unlike traditional forms of state authority, algorithmic power is often technically opaque, dispersed, self-modifying, and capable of operating across populations at a scale beyond conventional administrative structures.
The framers of the Constitution sought to protect citizens from arbitrary exercises of human authority. They could not have anticipated systems trained on vast quantities of behavioural data and capable of making or influencing consequential decisions affecting millions of individuals.
Two Supreme Court decisions provide the foundation for contemporary constitutional analysis.
In Justice K.S. Puttaswamy v. Union of India, the Court recognised privacy as an intrinsic component of Article 21, creating a constitutional basis for resisting digital intrusions into individual autonomy. Similarly, in Shreya Singhal v. Union of India, the Court demonstrated a willingness to rigorously protect freedom of expression in digital environments by invalidating statutory provisions that created unconstitutional chilling effects.
The central question, therefore, is whether these doctrinal tools—and the broader constitutional framework from which they emerge—are sufficient to regulate artificial intelligence in practice.
II. Constitutional Touchpoints in the Age of Algorithmic Authority
A. Article 14 and the Arithmetic of Discrimination
Article 14 guarantees equality before the law and equal protection of the laws. Through decisions such as State of West Bengal v. Anwar Ali Sarkar and E.P. Royappa v. State of Tamil Nadu, the Supreme Court has consistently emphasised that state action must not be arbitrary.
Artificial intelligence systems are fundamentally classificatory in nature. Hiring algorithms rank candidates, credit-scoring systems assess financial risk, and predictive tools categorise individuals according to probabilities.
The constitutional challenge arises because algorithmic classifications frequently emerge from historical data rather than conscious governmental policy. As a result, systems may reproduce patterns of social disadvantage without explicit discriminatory intent.
For example, a recruitment algorithm trained on historical employment patterns may systematically disadvantage women because it treats existing inequalities as indicators of future suitability.
The difficulty is that Article 14’s traditional focus on identifiable state action sits uneasily with discrimination that is statistical, emergent, and attributable to no single decision-maker. When even system designers cannot fully explain the reasoning behind algorithmic outcomes, constitutional scrutiny becomes significantly more complex.
B. Article 19 and Democratic Expression
Article 19(1)(a) protects freedom of speech and expression, subject to reasonable restrictions contained in Article 19(2).
Artificial intelligence presents challenges to this guarantee from two directions.
First, algorithmic moderation systems possess an unprecedented capacity to suppress speech at scale. Content can be identified, filtered, or removed far more rapidly than would ever be possible through traditional censorship mechanisms.
Second, AI creates entirely new threats through the generation of fabricated speech. Deepfake technologies can attribute statements to public figures who never made them, creating misinformation that distorts democratic discourse.
The constitutional harm extends beyond individual reputational injury. Democratic participation depends upon citizens having access to reliable information. When technological systems systematically undermine the ability to distinguish authentic political communication from fabricated content, the integrity of democratic decision-making itself is threatened.
Article 19 was developed to regulate conflicts among genuine speakers. It now faces the novel challenge of regulating environments in which authenticity itself becomes uncertain.
C. Article 21 and the Architecture of Surveillance
Article 21 protects life and personal liberty and has evolved into one of the Constitution’s most expansive guarantees.
Through decisions such as Maneka Gandhi v. Union of India, Francis Coralie Mullin v. Administrator, Union Territory of Delhi, and Justice K.S. Puttaswamy v. Union of India, the Court has recognised that Article 21 encompasses dignity, privacy, livelihood, and procedural fairness.
The widespread deployment of facial recognition systems, geolocation tracking, biometric databases, and AI-assisted surveillance tools brings Article 21 into direct confrontation with technological governance.
The privacy framework established in Puttaswamy requires that state action satisfy tests of legality, necessity, and proportionality. However, applying these principles to complex algorithmic systems demands technical expertise that courts have only begun to develop.
The concern is not merely theoretical. Constitutional protections can be rendered ineffective if technological systems operate in ways that courts cannot meaningfully scrutinise.
III. Five Domains of Constitutional Concern
A. Biometric Surveillance and Facial Recognition
India has emerged as one of the world’s most ambitious adopters of facial recognition technology.
Initiatives such as the National Automated Facial Recognition System envision large-scale biometric databases integrating information from multiple sources.
From the perspective of Puttaswamy, facial recognition raises serious privacy concerns because biometric information is uniquely sensitive. Unlike passwords or identification numbers, biometric characteristics cannot be replaced if compromised.
Additional concerns arise under Article 14 due to documented disparities in system accuracy. Research consistently demonstrates that many facial recognition systems perform less reliably when analysing women and darker-skinned individuals, creating a heightened risk of misidentification for already marginalised communities.
The absence of a dedicated legislative framework governing AI-powered surveillance further intensifies constitutional concerns.
B. Automated Decision-Making in Employment and Welfare
Artificial intelligence increasingly influences recruitment, welfare allocation, procurement processes, and educational opportunities.
If algorithmic systems rely upon factors that indirectly correlate with caste, gender, religion, or regional background, discriminatory outcomes may emerge even in the absence of explicit bias.
This raises important questions regarding the horizontal application of constitutional rights. Where private entities perform functions that closely resemble public responsibilities, constitutional scrutiny may become necessary.
The use of AI does not eliminate constitutional accountability. If anything, it heightens the need for oversight because automated systems often obscure responsibility and reduce transparency.
C. Predictive Policing
Several jurisdictions have experimented with predictive policing systems designed to identify individuals or areas deemed likely to be associated with future criminal activity.
These systems raise serious constitutional concerns.
Historical policing data frequently reflects existing patterns of over-surveillance. When such data is used to train predictive models, communities previously subjected to disproportionate scrutiny become more likely to be identified as future risks.
This creates a self-reinforcing cycle that implicates both Article 14 and Article 21.
Moreover, when predictive assessments influence preventive policing measures, they intersect with constitutional safeguards against arbitrary deprivation of liberty.
D. Deepfakes and Electoral Integrity
The 2024 General Election highlighted the growing role of AI-generated content in political communication.
Synthetic videos, manipulated audio recordings, and fabricated images circulated widely, often making it difficult for voters to distinguish genuine political speech from artificial content.
The constitutional concern extends beyond misinformation.
Free and fair elections are fundamental to India’s constitutional structure. Democratic participation depends upon citizens being able to evaluate political choices within an authentic informational environment.
Deepfake technology threatens those conditions by undermining trust in political communication itself.
E. AI and Democratic Governance
More broadly, artificial intelligence challenges traditional assumptions about accountability in democratic governance.
Many AI systems operate through decision-making processes that are difficult to explain, difficult to audit, and difficult to challenge. This creates a tension between technological efficiency and constitutional accountability.
Without effective mechanisms for transparency and review, algorithmic governance risks becoming incompatible with constitutional democracy.
IV. Assessing India’s Legislative Response
India’s regulatory approach to artificial intelligence has largely focused on encouraging innovation and economic development.
The National Strategy for Artificial Intelligence, released by NITI Aayog in 2018, emphasised technological advancement and economic growth while acknowledging broader governance concerns.
Subsequent responsible AI principles promoted values such as fairness and accountability. However, these frameworks remain largely advisory rather than legally enforceable.
The Digital Personal Data Protection Act, 2023 represents the most significant legislative intervention thus far.
The Act establishes a consent-based framework for data processing and creates obligations for data fiduciaries. It also establishes a Data Protection Board to oversee compliance.
Despite these advances, significant gaps remain.
The legislation contains broad exemptions relating to state functions and national security. More importantly, it does not directly regulate algorithmic decision-making. It provides no general right to explanation, no comprehensive mechanism for contesting automated decisions, and no dedicated framework governing algorithmic fairness.
In contrast, jurisdictions such as the European Union have adopted more detailed regulatory approaches, including risk-based frameworks specifically designed for artificial intelligence.
India currently lacks an equivalent structure.
V. Towards Digital Constitutionalism
The Constitution need not be amended to address artificial intelligence. Its existing provisions possess sufficient breadth to accommodate new technological realities.
What is required is the development of appropriate doctrine and institutional mechanisms.
Algorithmic Due Process
Any AI system that materially influences rights-affecting decisions should be subject to procedural safeguards.
Individuals must be informed when algorithmic systems are being used, provided meaningful explanations for decisions, and given opportunities to challenge adverse outcomes.
The principles of natural justice should apply equally to human and algorithmic decision-makers.
Outcome-Based Equality Review
Article 14 scrutiny should focus not only on formal classifications but also on real-world outcomes.
Where AI systems generate systematically discriminatory results, constitutional review should address those outcomes regardless of whether explicit bias can be demonstrated.
Legislative Regulation of Surveillance
Parliament should establish a comprehensive legal framework governing AI-powered surveillance technologies.
Such legislation should incorporate judicial authorisation requirements, proportionality assessments, transparency obligations, and periodic review mechanisms.
Electoral AI Integrity
Election laws should be updated to address AI-generated political content.
Disclosure requirements, provenance verification mechanisms, and accountability measures for the deliberate use of deceptive AI-generated material would strengthen democratic resilience.
VI. Conclusion
The question of whether India is constitutionally prepared for artificial intelligence does not admit a simple answer.
The constitutional text itself is remarkably adaptable. Articles 14, 19, and 21 provide a strong foundation for protecting individuals against algorithmic harms. Decisions such as Puttaswamy and Shreya Singhal demonstrate the judiciary’s capacity to extend constitutional principles into new technological contexts.
The challenge lies elsewhere.
India currently lacks the institutional capacity, legislative infrastructure, and technical expertise necessary to transform constitutional possibilities into practical safeguards.
Artificial intelligence does not threaten constitutional democracy because technology is inherently incompatible with rights. Rather, the danger arises when technological capabilities expand more rapidly than accountability mechanisms designed to regulate them.
The Constitution remains capable of responding to these challenges. What is required is judicial willingness to interpret constitutional guarantees in light of emerging technologies, legislative commitment to rights-based regulation, and sustained public engagement with the implications of algorithmic governance.
Dr. B.R. Ambedkar envisioned the Constitution as a living instrument designed to serve a living society. As artificial intelligence increasingly shapes the conditions of social, political, and economic life, constitutional governance must evolve accordingly.
The challenge before India is not whether technology should advance. It is whether that advancement will occur within a framework that preserves liberty, equality, dignity, and democratic accountability.
Disclaimer: The views expressed in this article are those of the author and do not necessarily reflect the views of The Lawscape.
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