Natural use of artificial intelligence – Regulatory review on use of AI in lending transactions

– Aditya Iyer | Manager – Legal – finserv@vinodkothari.com

 I. Introduction

Lenders appear to be increasingly leveraging Artificial Intelligence (‘AI’) to optimize their lending functions (e.g., to reduce the turnaround time, reduce the margin of error, for automating certain tasks, etc.). ‘AI’ here is being used to denote “a machine-based system that, for explicit or implicit objectives, infers, from the input it receives, how to generate outputs such as predictions, content, recommendations, or decisions that can influence physical or virtual environments. Different AI systems vary in their levels of autonomy and adaptiveness after deployment[1]

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Securitisation of Stressed Assets (SOSTRA)

Team Finserv | finserv@vinodkothari.com

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Presentation on CG Norms for HVDLEs

– Team Corplaw | corplaw@vinodkothari.com

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Bo[u]nd to ask before transacting: High value debt issuers bound by stricter RPT regime

SEBI strictens RPT approval regime, ease certain CG norms for HVDLEs

NBFC Regulatory Refresher

RBI Updates for NBFCs- A rerun of the regulatory changes introduced during FY 24-25

– Team Finserv (finserv@vinodkothari.com)

Watch our youtube video: https://youtu.be/Vg4vFrWfzsw

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Bond Credit Enhancement Framework: Competitive, rational, reasonable

Balancing between Bling & Business: RBI proposes new Gold Lending rules

Unified framework for Non-fund based facilities, by banks and NBFCs

SOSTRA: The New shastra of liquidating Non-performing loans

Bond Credit Enhancement Framework: Competitive, rational, reasonable

-Vinod Kothari (vinod@vinodkothari.com)

The RBI’s proposed framework for partial credit enhancement for bonds has significant improvements over the last 2015 version

The RBI released the draft of a new comprehensive framework for non-fund based support, including guarantees, co-acceptances, as well as partial credit enhancement (PCE) for bonds. The PCE framework is proposed to be significantly revamped, over its earlier 2015 version.

Note that PCE for corporate bonds was mentioned in the FM’s Budget 20251, specifically indicating the setting up of a PCE facility under the National Bank for Financing of Infrastructural Development (NaBFID).

A quick snapshot of how PCE works and who all can benefit is illustrated below:

The highlights of the changes under the new PCE framework are:

What is PCE?

Partial Credit Enhancement (PCE) is a risk-mitigating financial tool where a third party provides limited financial backing to improve the creditworthiness of a debt instrument. Provision of wrap or credit support for bonds is quite a common practice globally. 

PCE is a contingent liquidity facility – it allows the bond issuer to draw upon the PCE provider to service the bond. For example, if a coupon payment of a bond is due and the issuer has difficulty in servicing the same, the issuer may tap the PCE facility and do the servicing. The amount so tapped becomes the liability of the issuer to the PCE provider, of course, subordinated to the bondholders. In this sense, the PCE facility is a contingent line of credit. 

A situation of inability may arise at the time of eventual redemption of the bonds too – at that stage as well, the issuer may draw upon the PCE facility. 

Since the credit support is partial and not total, the maximum claim of the bond issuer against the PCE provider is limited to the extent of guarantee – if there is a 20% guarantee, only 20% of the bond size may be drawn by the issuer. If the facility is revolving in nature, this 20% may refer to the maximum amount tapped at any point of time.

Given that bond defaults are quite often triggered by timing and not the eventual failure of the bond issuer, a PCE facility provides a great avenue for avoiding default and consequential downgrade.  PCE provides a liquidity window, allowing the issuer to arrange liquidity in the meantime. 

Who can be the guarantee provider?

PCE under the earlier framework could have been given by banks. The ambit of guarantee providers has been expanded to include SCBs, AIFIs, NBFCs in Top, Upper and Middle Layers and HFCs. However, in case of NBFCs and HFCs, there are additional conditions as well as limit restrictions. 

As may be known, entities such as NABFID have been tasked with promoting bond markets by giving credit support. 

Who may be the bond issuers?

The PCE can be extended against bonds issued by corporates /special purpose vehicles (SPVs) for funding all types of projects and to bonds issued by Non-deposit taking NBFCs with asset size of ₹1,000 crore and above registered with RBI (including HFCs).

What are the key features of the bonds?

  1. REs may offer PCE only in respect of bonds whose pre-enhanced rating is “BBB minus” or better.
  2. REs shall not invest in corporate bonds which are credit enhanced by other REs. They may, however, provide other need based credit facilities (funded and/ or non-funded) to the corporate/ SPV. 
  3. To be eligible for PCE, corporate bonds shall be rated by a minimum of two external credit rating agencies at all times.
  4. Further, additional conditions for providing PCE to bonds issued by NBFCs and HFCs:
    1. The tenor of the bond issued by NBFCs/ HFCs for which PCE is provided shall not be less than three years. 
    2. The proceeds from the bonds backed by PCE from REs shall only be utilized for refinancing the existing debt of the NBFCs/ HFCs. Further, REs shall introduce appropriate mechanisms to monitor and ensure that the end-use condition is met. 

What will be the form of PCE? 

PCE shall be provided in the form of an irrevocable contingent line of credit (LOC) which will be drawn in case of shortfall in cash flows for servicing the bonds and thereby may improve the credit rating of the bond issue. The contingent facility may, at the discretion of the PCE providing RE, be made available as a revolving facility. Further, PCE cannot be provided by way of guarantee. 

What is the difference between a guarantee and an LOC? If a guarantor is called upon to make payments for a beneficiary, the guarantor steps into the shoes of the creditor, and has the same claim against the beneficiary as the original creditor. For example, if a guarantor makes a payment for a bond issuer’s obligations, the guarantor will have the same rights as the bondholders (security, priority, etc). On the contrary, the LOC is simply a line of liquidity, and explicitly, the claims of the LOC provider are subordinated to the claims of the bondholders.

If the bond partly amortises, is the amount of the PCE proportionately reduced? This should not be so. In fact, the PCE facility continues till the amortisation of the bonds in full. It is quite natural to expect that the defaults by a bond issuer may be back-heavy. For example, if there is a 20% PCE, it may have to be used for making the last tranche of redemption of the bonds. Therefore, the liability of the PCE provider will come down only when the outstanding obligation of the bond issuer comes to less than the size of the PCE.

Any limits or restrictions on the quantum of PCE by a single RE?

The existing PCE framework restricts a single entity to providing only 20% of the total 50% PCE limit for a bond issuance. It is now proposed that the sub-limit of 20% be removed, enabling single entity to provide upto 50% PCE support. 

Further, the exposure of an RE by way of PCEs to bonds issued by an NBFC/ HFC shall be restricted to one percent of capital funds of the RE, within the extant single/ group borrower exposure limits.

Who can invest in credit-enhanced bonds?

Under the existing framework, only the entities providing PCE were restricted from investing in the bonds they had credit-enhanced. However, the new Draft Directions expand this restriction by prohibiting all REs from investing in bonds that have been credit-enhanced through a PCE, regardless of whether they are the PCE provider. The draft regulations state that the same is with an intent to promote REs enabling wider investor participation.

This is, in fact, a major point that may need the attention of the regulator. A universal bar on all REs from investing in bonds which are wrapped by a PCE is neither desirable, nor optimal. Most bond placements are done by REs, and REs may have to warehouse the bonds. In addition, the treasuries of many REs make opportunistic investments in bonds.

Take, for instance, bonds credit enhanced by NABFID. The whole purpose of NABFID is to permit bonds to be issued by infrastructure sector entities, by which banks who may have extended funding will get an exit. But the treasuries of the very same banks may want to invest in the bonds, once the bonds have the backing of NABFID support. There is no reason why, for the sake of wider participation, investment by regulated entities should be barred. This is particularly at the present stage of India’s bond markets, where the markets are not liquid and mature enough to attract retail participation. 

What is the impact on capital computation?

Under the Draft Directions the capital is required to be maintained by the REs providing PCE based on the PCE amount based on applicable risk weight to the pre-enhanced rating of the bond. Under the earlier framework, the capital was computed so as to be equal to the difference between the capital required on bond before credit enhancement and the capital required on bond after credit enhancement. That is, the existing framework ensures that the PCE does not result into a capital release on a system-wide basis. This was not a logical provision, and we at VKC have made this point on various occasions2

Related Resources –

  1.  Union Budget 2025: Key Highlights and Reforms focusing on Financial Sector Entities ↩︎
  2. Partial Credit Enhancement: A Catalyst for Boosting Infrastructure Bond Issuances? ↩︎

Webinar on 4 new major regulations on NPL Securitisation, Co-lending, Gold lending and NFB facilities

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Unified framework for Non-fund based facilities, by banks and NBFCs

– Team Finserv (finserv@vinodkothari.com)

RBI has consolidated the regulatory framework for non-fund based facilities offered by various REs. The draft guidelines provide prudential requirements for non-fund based products being offered by Banks, NBFCs and AIFIs. This would also cover under its ambit guarantees extended by NBFCs, however restricting the exposure to just 5% of the total asset size. Non-fund based (NFB) facilities such as Guarantees, Letters of Credit, and Co-Acceptances are proposed to be governed under these guidelines. 

Additionally, the Draft Directions also provide regulations for providing partial credit support by REs to the bond issuances, including capital against the PCE norms. 

To understand the proposed provisions under the Draft Reserve Bank of India (Non-Fund Based Credit Facilities) Directions, 2025 (“Draft Directions”) dated April 9, 2025, the article is divided into two sections for ease of reference:

  • General compliances for issuance of NFBs
  • Specific norms for Partial Credit Enhancements (PCE)

Applicability

The Draft Directions consolidate multiple circulars for various REs into a single framework. The revised provisions are now proposed to be extended to all REs for their NFB credit exposures unless otherwise specified. Specifically, the Draft Directions is proposed to be made applicable to the following entities –

  1. Commercial Banks (including Regional Rural Banks and Local Area Banks)
  2. Primary (Urban) Co-operative Banks (UCBs)/ State Co-operative Banks (StCBs)/ Central Co-operative Banks (CCBs)
  3. All India Financial Institutions (AIFIs)
  4. All Non-Banking Finance Companies (NBFCs), including Housing Finance Companies (HFCs)

General Conditions Applicable to all NFB facilities 

  • No NFB facility can be extended by an RE unless its credit policy includes specific enabling provisions to that effect. The policy will be required to outline the framework for issuing such facilities, including aspects such as types of NFB facilities, credit appraisal, internal controls, fraud prevention, monitoring mechanisms, delegation matrix, limits to avoid concentration due to NFBs and other necessary safeguards.
  • Credit appraisal of an NFB facility shall be similar in rigour to a funded facility.
  • A key provision under the Draft Directions is that REs can issue NFB facilities only for customers with an existing business relationship—either through a funded credit facility or a deposit account. This intends to ensure closer monitoring and better risk assessment, thereby reducing the risk of exposure to unfamiliar or unverified entities. However, there may be practical difficulties associated with such prerequisite criteria. For example, in case specialised entities intend to issue PCE against bonds issued by certain entities, the business relationship may not exist. 

General Conditions applicable for “Guarantee” Business

  • The Draft Directions mandate that guarantees issued by REs must be irrevocable, unconditional, and incontrovertible. This means the guarantor cannot cancel the guarantee on their own, cannot add conditions that delay payment, and must honour the guarantee promptly and without dispute when invoked. 
  • To manage risk effectively, the Draft Directions advise REs to avoid excessive exposure to unsecured guarantees. REs are expected to set appropriate internal limits both aggregate and individual for issuing such guarantees, to avoid concentration of such exposures .
  • To formulate and implement specific policy on guarantees. As discussed above, REs are not permitted to issue any NFB facility unless their credit policy includes appropriate enabling provisions. The essential components that the policy should cover are illustrated in the diagram below:
  • The Draft Directions highlight the benefits of using electronic guarantees, such as lower costs, quicker processing, and better protection against fraud. REs are encouraged to move towards issuing guarantees in digital form. For this, REs are required to create a clear Standard Operating Procedure.

Implications on Default Loss Guarantees

The Draft Directions clarify that any arrangement involving Default Loss Guarantee, also known as First Loss Default Guarantee (FLDG), whether between REs or with Lending Service Providers (LSPs) in case of digital lending, must follow the existing RBI guidelines on DLG

Importantly, the presence of a DLG cover should not replace proper credit assessment. REs are insisted to maintain strong credit appraisal and underwriting standards, regardless of whether they are receiving or providing the guarantee. If an RE provides a DLG, it must evaluate the loans just as thoroughly as if they were part of its own portfolio. This would in a way extend the scope of REs acting as LSPs and sourcing loans for other REs.

Guarantee business for REs

Under the Draft Directions, all NBFCs, UCBs, RRBs, and RCBs are permitted to issue financial guarantees. However, performance guarantees are restricted to scheduled UCBs and NBFCs classified in the middle and upper layers. A performance guarantee is a commitment to pay a certain amount if the borrower fails to meet ‘non-financial obligations’ under a contract—for example, not completing a project on time or not delivering goods as agreed.

To manage risk, it is proposed that these REs cap their total outstanding guarantee exposure at 5% of their total assets based on the previous financial year’s balance sheet. Within this, unsecured guarantees must not exceed 25% of the total guarantee limit. For instance, if an RE has total assets of ₹10,000 crore, it can issue guarantees up to ₹500 crore, of which only ₹125 crore can be unsecured.

Further, the maximum tenor of any performance guarantee issued by these entities is capped at 10 years.

Partial Credit Enhancements

Our detailed write-up on Partial Credit Enhancement covers the concept, its applications, limitations, current regulatory framework, and existing gaps. The PCE framework, introduced by the RBI in 2015, was initially limited to scheduled commercial banks. However, the Draft Directions significantly expand its scope, now permitting AIFIs, NBFCs in the Top, Upper, and Middle Layers, and HFCs to provide PCEs for bonds issued by corporates or SPVs for financing various types of projects. It also allows PCEs for bonds issued by non-deposit taking NBFCs (including HFCs) with an asset size of ₹1,000 crore or more and registered with the RBI.

The primary objective of this move is to improve the credit rating of such bonds, enabling corporates to raise funds from the bond market on more favorable terms.

Amendments in the PCE framework

  • Maximum PCE by a single RE – The existing PCE framework restricts a single entity to providing only 20% of the total 50% PCE limit for a bond issuance. It is now proposed that the sub-limit of 20% be removed, enabling single entity to provide upto 50% PCE support.
  • Investment in credit-enhanced bonds – Under the existing framework, only the entities providing PCE were restricted from investing in the bonds they had credit-enhanced. However, the new Draft Directions expand this restriction by prohibiting all REs from investing in bonds that have been credit-enhanced through a PCE, regardless of whether they are the PCE provider. The draft regulations states that same is with an intent to promote REs enabling wider investor participation
  • External credit rating – To be eligible for PCE, corporate bonds shall be rated by a minimum of two external credit rating agencies at all times.

Capital Requirement for PCE

Under the existing framework, the bank providing PCE does not hold capital based only on its PCE amount. Instead, it calculates the capital based on the difference between: 

  • The capital required on bond before credit enhancement. 
  • The capital required on bond after credit enhancement. 

The objective was to ensure that the PCE provider should absorb the risks that it covers in the entire transaction. 

Under the Draft Directions the capital is required to be maintained by the REs providing PCE based on the PCE amount based on applicable risk weight to the pre-enhanced rating of the bond. 

Additional conditions for providing PCE to bonds of NBFCs and HFCs

The Draft Directions lay down specific conditions for providing PCE to bonds issued by NBFCs and HFCs. 

  • Firstly, the bond must have a minimum tenor of three years. 
  • Secondly, the funds raised through these PCE-backed bonds can only be used to refinance existing debt—not for fresh lending or other purposes. 
  • Lastly, the PCE exposure of an RE to bonds issued by any single NBFC or HFC must be capped at 1% of the RE’s capital funds.

Co-lending and loan sourcing: Draft Directions seek to end Discretionary Co-lending

– Team Finserv | finserv@vinodkothari.com

Introduction

RBI vide its Statement on Developmental and Regulatory Policies dated April 09, 2025, stated that in light of evolution of co-lending arrangements and lending practices, it was decided to expand the scope of co-lending and issue a generic framework for all forms of co-lending arrangements between Regulated Entities (‘RE’). Pursuant to the same, RBI has issued draft Reserve Bank of India (Co-Lending Arrangements) Directions, 2025. (‘Draft Directions’ or simply Directions).

The Draft Directions, once implemented, will override the 5th November, 2020 Guidelines (“Co-lending Guidelines”). Importantly, the discretionary co-lending or so-called CLM 2 goes away. The Draft Directions will also be a unified framework for all loan sourcing and servicing arrangements too.

This article analyses the key changes introduced and examines the impact of the same on REs.

A quick snapshot of the key changes have been illustrated below:

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