Independent Research and Policy Advocacy

Beni Chugh Dvara

Beni Chugh

Head – Future of Finance
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Beni Chugh heads the Future of Finance Initiative. Her work focuses on identifying systemic stability and consumer protection concerns in digital finance.  Beni holds a Master’s in Public Policy from NLSIU, Bangalore and an M.A in Development Economics from the South Asian University, New Delhi.

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The Future Of Finance Initiative

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Contact: beni.chugh@dvara.com

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July 21, 2026 | Springer

This paper provides a conceptual framework for citizen- centricity, breaking it down into system- level design features. It provides case studies of three SP- DPIs in the Indian context, and surfaces crucial learnings about their design.

July 16, 2026 | Dvara Research

As algorithmic systems increasingly shape financial decisions, this blog explores how they can de-humanize individuals by reducing them to data points.

June 4, 2026 | Dvara Research

In this blog, we trace the emerging contours of India’s domestic approach to governing AI in finance and identify the priorities that should shape the next phase of policy thinking, in light of alarm bells triggered by Mythos, and OpenAI’s cybersecurity initiative, Daybreak.

June 1, 2026 | Dvara Research

The growing prominence of Responsible and Trustworthy AI (RTAI) frameworks reflects increasing recognition of these harms. Contemporary RTAI approaches recommend safeguards across the lifecycle of AI systems to ensure explainability, transparency, contestability, auditability, and human oversight, while reducing the potential for bias and discrimination.

May 10, 2026 | Dvara Research

In this response, we present our comments to the paper. We divide our comments into three sections.

May 7, 2026 | The Hindu Business Line

Static safeguards, targeting discrete acts of fraud, will only spur fraudsters to probe other vulnerabilities

March 18, 2026 | Dvara Research

The paper explores what RTAI means in the context of digital lending. The first section compiles principles of RTAI along with its essential components. The next section maps relevant tools for each principle. These tool recommendations can help lenders implement RTAI practices in their operations.

By Manvi Khanna, Sugandh Saxena, FACE, Beni Chugh, Nikita Ann George, PwC, Neeraj Sibal, PwC
March 12, 2026 | Dvara Research

In this response, we present our comments to the Draft Amendment Directions for ‘Advertising, Marketing and Sales of Financial Products and Services by Regulated Entities’ issued by the Reserve Bank of India on February 11, 2026.

October 21, 2025 | Dvara Research

In the first blog of this series of two, we break down (i) the Committee's methodology, (ii) key insights on the current state of AI adoption, (iii) FREE AI Framework and (iv) its recommendations.