Q1. Could you start by giving us a brief overview of your professional background, particularly focusing on your expertise in the industry?

I have spent the last 16 years working across different aspects of the credit space - starting with credit ratings and structured finance, then moving to debt deployment, portfolio management, credit evaluation, underwriting, and debt investment banking. I worked with products ranging from plain-vanilla term loans to ECBs, subordinated debt, preference shares, and capital-market products, including securitization notes and NCDs. Along the way, I also had brief exposure to infrastructure financing cashflow models and stressed asset models, which aligned with my understanding of cashflow-aligned structuring. I also spent nearly two years building the tech platform business for a large NBFC to improve tech adoption in-house and externally, while enabling faster, more exhaustive credit evaluation through SaaS products and platforms.

Q2. What structural shift in India’s institutional lending and capital markets feels most important right now, and why is it changing decision-making today?

The most important structural shift is the expansion of risk appetite among investors and lenders, which has led to the growth of the "discovery-credit" segment encompassing MSMEs and start-ups, including those with an increased focus on impact and social ventures. While these segments existed earlier, high risk tolerance, strong flow of private equity, and rapid digital evolution have led to a fast-growing private credit ecosystem. Additionally, rising retail participation in high-yield assets such as revenue-backed financing, lease rental discounting, invoice discounting, securitization, and private-credit bonds has made retail investors a force that materially influences pricing. In our operating universe, this has translated into lower borrowing costs for some large institutions, also reflecting the broad evolution of capital markets in the country.

Q3. How is structured finance evolving as a tool for capital access today, and where is it creating the most meaningful leverage?

Structured finance is a broad term with different contexts based on the underlying borrowing type. In infrastructure, structured finance has always aligned with underlying cash flows, but, driven by recent defaults owing to liquidity mismatches, cashflow-aligned structuring has become important again. For financial sector institutions, SF largely takes the form of securitization and direct assignment transactions, which have evolved from being available only to large institutions to now also to smaller institutions, including for replenishment and shorter tenor structures (for gold loans, invoice discounting, etc.). In the bonds and NCDs space, the shift is different - owing to the growth of private credit, lower-rated institutions have witnessed higher credit inflows supported by flexible repayment structures.

Q4. What credit or capital-market opportunity feels underappreciated today but could define the next decade of growth?

With the emergence of OBPPs such as Wint, Indiabonds, GoldenPi, Grip, StableMoney, among others, the capital markets have seen retail participation in private credit bonds improve over recent years. While this growth is accompanied by risks - particularly around information asymmetry - the regulator has proactively strengthened disclosure, suitability, and risk management frameworks. This combination of innovation to capture a new customer segment under strong regulatory oversight should be a significant driver of capital market opportunity over the next decade.

Q5. Where is tech truly improving underwriting and efficiency, and where does it fall short on ROI?

Over the past two decades, technology has significantly improved underwriting efficiency, primarily by simplifying or automating repetitive tasks. Increased technology deployment led to improved data collection and, thereby, to a focus on data analytics. More recently, AI has brought further improvements in operational efficiency while also assisting in credit evaluation. However, fully AI-driven credit decisions remain rare , with most institutions adopting an assisted or hybrid approach. ROI is under pressure as technology costs rise, driven largely by higher resource costs despite AI-enabled development.

Q6. Where do ESG or impact requirements constrain scale, and how do leaders manage the trade-off?

In its most basic form, ESG or impact-focused lending comes with structurally higher operating costs. Many institutions operating in these spaces struggle to translate intent into scalable on-the-ground impact, largely owing to high collection costs, high technology investments, or elevated credit costs stemming from weaker operational controls. The trade-off, thereby, is between managing real impact and real cost, especially since investor return expectations and the cost of capital determine the scale of impact. Leaders who understand this tend to focus on maintaining low unit economics and strong control or discipline to limit costs and utilize the capital most efficiently. 

Q7. If you were an investor looking at companies within the space, what critical question would you pose to their senior management?

I would focus on why the management entered the business and their demonstrated ability to raise capital. Long-term business sustainability is fundamentally driven by consistent and diversified access to capital (external or through internal accruals). Inadequate capital constrains growth and weakens the impact by introducing operational and systemic inefficiencies. Clear capital strategy, therefore, is often a more reliable signal than growth narratives alone.