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India's Trust-by-Design Approach Aims to Scale Responsible Artificial Intelligence

India's Trust-by-Design Approach Aims to Scale Responsible Artificial Intelligence
Trust by design: Ready for the next digital leap · financialexpress.com

India is using artificial intelligence to help people and businesses at a very large scale.

It is adding AI to systems that already support identity, payments, healthcare, and travel.

One example is checking health insurance claims faster.

Another is using facial recognition for airport journeys.

The article says AI should be designed to be safe, fair, and accountable from the beginning.

It also says organizations should be able to choose different AI models instead of relying on only one.

Sensitive information should stay protected, including through computing systems located in India.

Schools, universities, and workplaces will need to teach people how to use AI responsibly.

The author believes these steps could help India show how to use AI effectively for a billion people.

Key facts

AI governance framework
The MANAV framework identifies five pillars: moral and ethical systems, accountable governance, national sovereignty, accessible and inclusive design, and verifiable and safe AI.
PMJAY beneficiaries
The article says PMJAY serves more than 550 million beneficiaries.
Claims processing
AI reportedly validates 1.2 million monthly claims and reduced processing time from 48 hours to under 24 hours.
Digi Yatra usage
Digi Yatra has supported more than 100 million journeys since its app was launched.
UPI activity
In August 2026, UPI recorded 24.51 billion transactions valued at ₹29.82 trillion, according to the article.
Proposed safeguards
The article calls for visibility into AI operations, defined permissions, continuous monitoring, and clear accountability.
Workforce preparation
It advocates AI literacy in schools and universities and continuous training across the workforce.

Sources

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