Section 4 of the Criminal Procedure (Identification) Act, directs the National Crime Records Bureau to collect, store, process, share and disseminate specified measurements, with records retained for seventy-five years subject to the statutory deletion rule. The Inter-Operable Criminal Justice System integrates police, court, prison, forensic and prosecution databases and expressly enables data analytics and AI/ML tools. This architecture makes it possible for a measurement collected for one statutory purpose to become an input into a qualitatively different system of automated association. As Vidushi Marda argues, limitations at the data, model and application stages must be confronted before deployment, not relegated to retrospective ethics.
Government policy now recognises several of these risks. The 2025 India AI Governance Guidelines recommend risk classification, human oversight, audit trails, transparency and grievance mechanisms, while the 2026 techno-legal white paper treats governance across the AI lifecycle. But these instruments are predominantly principles, recommendations and voluntary measures. They do not themselves confer statutory power, create enforceable disclosure duties or supply a cause of action. Chinmayi Arun’s description of Indian surveillance safeguards as ‘paper-thin’, and Vrinda Bhandari and Karan Lahiri’s account of the surveillance state after Puttaswamy, remain criticisms of our legal architecture and not objections that a better ethics checklist can answer.
Exemption is not authorisation
The Digital Personal Data Protection Act, is relevant but incomplete. ‘Person’ includes the State, while ‘processing’ includes automated operations, alignment and combination. Once the core provisions commence, the Act will impose duties that may constrain governmental processing. Yet section 17(1)(c) disapplies most duties and Data Principal rights where processing is necessary for the prevention, detection, investigation or prosecution of offences; section 17(2)(a) permits notified State instrumentalities to be exempted on sovereignty, security and public-order grounds. At the time of writing, sections 4 and 17 remain scheduled to commence on May 13, 2027.
Comparison sharpens rather than solves the problem. Article 2(3) of the EU AI Act excludes systems used exclusively for military, defence or national-security purposes. For law-enforcement use of real-time remote biometric identification in public spaces, however, Article 5 uses a different regulatory grammar: exhaustive purposes, strict necessity, temporal, geographical and personal limits, prior judicial or binding independent administrative authorisation, and an urgent-use route subject to prompt approval. Its high-risk regime adds risk management, logging, human oversight and fundamental-rights assessment, while the Law Enforcement Directive supplies independent supervision and remedies. These institutions cannot simply be transplanted into India; they demonstrate what authorisation looks like: purpose-specific, ex ante and auditable.
Ram Jawaya Kapur (1955) establishes that executive power is not confined to implementing enacted legislation. But it equally recognises that the executive cannot act contrary to the Constitution or law, or encroach upon legal rights. For Delhi Police, the strongest candidate is section 60(b) of the Delhi Police Act,, which requires officers to obtain intelligence concerning cognisable offences and take lawful preventive steps. That general duty may support ordinary investigation; it does not, without more, prescribe who may enter a biometric watchlist, what matching threshold applies or whether an entire assembly may be remotely identified.
In Bishambhar Dayal Chandra Mohan v. (1982), the Supreme Court held that the executive ‘cannot interfere with the rights of others unless they can point to some specific rule of law which authorizes their acts’. That requirement cannot be satisfied by section 4’s definition of a ‘lawful purpose’ as one not expressly forbidden by law. The provision answers when processing is barred by the DPDP regime; it does not specify who may place an entire protest under biometric identification, populate a watchlist, or convert a probabilistic match into restraint. A procurement contract, memorandum of understanding or general duty to prevent crime does no better. The State cannot bootstrap coercive authority from a statutory silence it helped create.
Puttaswamy completes the point. Intrusion must have a basis in law, pursue a legitimate aim, satisfy necessity and proportionality, and carry safeguards against abuse. Read with Maneka Gandhi (1978), the inquiry cannot stop at lawful collection: it must follow data through matching, inference and coercive use. Any procedure affecting liberty must be fair and non-arbitrary under Articles 21 and 14, while restrictions on speech, association and assembly must independently satisfy Article 19.
A constitutional floor should translate this nexus into use-specific safeguards. Objective and reviewable watchlist criteria, deployment-specific validation, subgroup testing and recorded reasons before consequential action would translate Article 14’s prohibitions of indirect discrimination and arbitrariness into evidence a court can test. Article 19 supports narrower limits of person, place, purpose and time when journalism, association or protest is monitored. Article 21 supports a legal basis, necessity, retention and deletion limits, audit logs, notice when secrecy is no longer justified, and an effective route to reasons, correction and remedy. These safeguards create the record needed to adjudicate legality, rational connection, necessity and non-arbitrariness.
National security associated secrecy is a valid argument only with calibrated procedure and cannot extinguish review. In the Pegasus proceedings, the Supreme Court rejected a ‘free pass’ based on a bare invocation of national security. In Madhyamam Broadcasting (2023), it rejected reflexive reliance on sealed material and required procedures capable of protecting sensitive information without disabling fair adjudication. Public rules can disclose permitted uses, oversight and retention, while genuinely operational material may be protected through redaction, a summary, public-interest-immunity procedures or, where necessary, a court-appointed amicus.