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QR Codes, AI And India’s Growing Fight Against Counterfeit Fashion

India’s counterfeit clothing market is growing rapidly as brands turn to QR codes and AI to fight fake fashion.

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At a crowded branded clothing sale in Hyderabad this week, police busted what investigators described as a counterfeit apparel racket and arrested one person for allegedly selling fake branded garments under the guise of discounted originals.

The seizure, reported by The Hans India, may appear like a routine enforcement story. But behind it lies a much larger crisis that India’s fashion industry, retailers, and policymakers are increasingly struggling to contain.

Counterfeit fashion in India is no longer confined to roadside markets. Fake branded apparel today moves through Instagram pages, warehouse sales, local retail chains, and even online marketplaces.

As counterfeit supply chains become more sophisticated, brands are now turning to technologies like QR-based authentication, blockchain tracking, and artificial intelligence tools to protect products and reassure consumers.

The battle against fake fashion is becoming a technology arms race.

India’s Counterfeit Market Expands

India’s illicit trade economy has reached staggering levels. According to a 2024 report by FICCI CASCADE and EY, the size of illicit markets across five key industries including apparel, FMCG, tobacco, alcohol, and packaged foods rose to ₹7.97 lakh crore in 2022-23. The textiles and apparel sector alone accounted for approximately ₹4.03 lakh crore of illicit trade.

Counterfeit apparel has become particularly difficult to control because fashion supply chains are fragmented and consumer demand for affordable branded products remains extremely high. In many cases, consumers knowingly purchase “first copy” or “factory surplus” products at steep discounts.

The problem is not unique to India. According to the OECD and European Union Intellectual Property Office’s latest joint estimates, counterfeit and pirated products accounted for up to 2.3% of global trade, valued at roughly $467 billion annually. Apparel, footwear, and luxury goods remain among the most counterfeited categories globally.

QR Codes Enter Retail

As counterfeiters become harder to detect, brands are increasingly experimenting with digital verification systems.

Industry publication Textile Insights reported in 2025 that Indian industry bodies and anti-counterfeiting groups have proposed QR-code-based authentication mechanisms for branded apparel. The idea is simple: consumers scan a unique QR code attached to garments to verify authenticity instantly.

Globally, brands have already begun deploying similar systems. French luxury conglomerate LVMH launched the Aura Blockchain Consortium alongside Prada Group and Cartier to provide digital product passports and authentication records for luxury goods. The technology creates permanent digital identities for products, making replication harder for counterfeit networks.

As for India, the government has not yet launched a nationwide AI-based anti-counterfeit apparel system. AI and QR-based authentication are emerging as important anti-counterfeit tools globally, but evidence suggests they work best alongside stronger enforcement, traceability systems, and marketplace regulation.

AI Detection Tools Grow

Artificial intelligence is now emerging as the next major anti-counterfeit tool.

Recent research has shown how computer vision systems can identify fake products by analyzing stitching patterns, logo inconsistencies, fabric textures, and manufacturing defects invisible to average consumers.

A 2024 research paper published on arXiv demonstrated AI-based counterfeit clothing detection models achieving very high classification accuracy using deep learning image-recognition systems trained on branded apparel datasets.

Major e-commerce platforms are also increasing AI investments to tackle counterfeit listings. Amazon Brand Protection Report stated that Amazon spent more than $1.2 billion globally and employed over 15,000 people in 2024 on counterfeit prevention, fraud detection, and abuse investigations. The company said its automated systems blocked more than 99% of suspected infringing listings before brands had to report them.

That scale matters because counterfeit fashion increasingly spreads online before reaching physical markets.

Social commerce has further complicated enforcement. Counterfeit sellers frequently use disappearing Instagram stores, WhatsApp groups, Telegram channels, and influencer marketing to advertise fake branded products while avoiding formal retail scrutiny.

Consumers Drive Counterfeits

Technology alone may not solve the counterfeit problem because consumer psychology remains central to the issue.

A 2023 Authentication Solution Providers’ Association report cited affordability, aspirational buying behavior, and low awareness as major reasons counterfeit fashion continues to thrive in India.

The rise of premium streetwear culture and sneaker hype has intensified the challenge. Younger consumers increasingly seek branded aesthetics but are often unwilling or unable to pay original retail prices. That demand sustains an enormous informal manufacturing and distribution ecosystem.

Counterfeit sellers also exploit the “factory surplus” narrative, claiming products come from original factories or export rejects. In many cases, consumers cannot easily distinguish between authentic discounted inventory and replicas.

This creates reputational risks for legitimate brands, especially D2C startups trying to build consumer trust online.

Enforcement Faces Limitations

India’s enforcement system still struggles with scale.

While police raids and seizures continue across cities, counterfeit supply chains adapt quickly. Small sellers are often replaced easily, while large manufacturing networks remain difficult to trace.

Industry experts have repeatedly called for stronger coordination between brands, marketplaces, customs authorities, and state enforcement agencies. The challenge becomes even more complex because counterfeit production frequently overlaps with informal labor markets and small manufacturing clusters.

At the same time, brands are realizing enforcement alone may not be enough. The future battle may depend more on making authentication seamless for consumers rather than simply punishing counterfeiters after products enter circulation.

That explains why the industry’s focus is shifting toward AI-led detection systems, QR-linked product passports, blockchain tracking, and real-time supply chain monitoring.

The Hyderabad fake apparel bust may have involved a single sale event. But the larger story is about how India’s booming fashion economy is colliding with an equally massive counterfeit ecosystem.

And increasingly, technology is becoming the frontline weapon in that fight.

The Logical Indian’s Perspective

India’s counterfeit fashion problem is no longer limited to street markets. As fake branded apparel moves online and into organized retail spaces, the issue now affects consumer trust, tax revenues, small businesses, and brand credibility.

Technologies like QR-based authentication and AI-powered detection systems could help consumers identify genuine products more easily.

However, technology alone cannot solve the problem without stronger enforcement, marketplace accountability, and greater consumer awareness about counterfeit purchases and their economic impact on India’s formal retail and manufacturing sectors.

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