Use case #0001

Waiver eligibility engine: how Settlement AI calculates the maximum acceptable waiver

A settlement offer that waives too little is rejected by the borrower, who then moves to the Ombudsman or a court, extending the recovery timeline by 18 months and increasing the institution's legal cost by ₹2–4 lakhs. A settlement offer that waives too much recovers less than the institution's own legal enforcement would have recovered — gifting value to the borrower at the institution's expense. The Settlement Agent AI computes the exact waiver band that maximises expected recovery: the minimum waiver that converts the borrower from non-performing to settling, and the maximum waiver the institution can offer without impairing recovery relative to its next-best enforcement option.

A settlement offer that waives too little is rejected by the borrower, who then moves to the Ombudsman or a court, extending the recovery timeline by 18 months and increasing the institution's legal cost by ₹2–4 lakhs. A settlement offer that waives too much recovers less than the institution's own legal enforcement would have recovered — gifting value to the borrower at the institution's expense. The Settlement Agent AI computes the exact waiver band that maximises expected recovery: the minimum waiver that converts the borrower from non-performing to settling, and the maximum waiver the institution can offer without impairing recovery relative to its next-best enforcement option.

The settlement decision is an economic calculation — not a generosity decision

Settlements and waivers in retail lending are not acts of goodwill — they are financial decisions made when the expected value of settlement exceeds the expected value of continued enforcement. A borrower who owes ₹64 lakhs (principal ₹42L + accrued interest ₹22L) and has collateral worth ₹28L at forced-sale value, with a legal track that will take 3 years and cost ₹3L in legal fees, has a realistically recoverable value through enforcement of approximately ₹25L after costs and time discounting. If the same borrower is willing to pay ₹32L immediately in settlement, the settlement is economically superior — the institution recovers ₹32L in 30 days rather than ₹25L in 36 months. The waiver of ₹32L is not a loss — it is the recognition that ₹32L today outperforms ₹25L in 36 months on any discount rate.

The Settlement Agent AI makes this calculation explicitly for every settlement proposal, comparing the settlement amount against the recovery trajectory under every available enforcement option, and approving the settlement if — and only if — the present value of the settlement exceeds the expected recovery value under continued enforcement.

"A settlement that recovers ₹32 lakhs today is better than enforcement that recovers ₹25 lakhs in 36 months. The Settlement AI does the maths. The credit officer makes the judgement call only when the maths requires it."

The waiver eligibility calculation: a worked example

Waiver Eligibility Calculation — LA-2022-0884 · Bharat Agro Industries · MSME Term Loan
Classification: Doubtful D2 · DPD 821 · Computation: Nov 14, 2025
Enforcement value analysis (without settlement)
Security realisation (forced sale, 90 days)₹18,50,000
Unsecured recovery (legal track, 36 months)₹4,20,000 (estimated 10% of unsecured ₹42L)
Gross enforcement recovery₹22,70,000
Legal and recovery costs (SARFAESI, legal fees)− ₹3,20,000
Time discount (36 months at 12% opportunity cost)− ₹2,80,000
Net present value of enforcement₹16,70,000
Settlement eligibility band
Minimum settlement floor (must exceed enforcement NPV)₹16,70,000
Maximum waiver ceiling (institution policy: 60% of outstanding for D2)₹39,82,800 waiver → settlement of ₹26,55,200 minimum
Borrower's stated capacity₹28–35L
Recommended settlement offer₹31,00,000 (principal recovery + 10% interest recovery)
Implied waiver₹35,38,000 (53.3% of total outstanding)
Settlement recommendation
APPROVE
at ₹31,00,000 — auto-approval authority
Settlement vs enforcement advantage
+₹14,30,000 NPV
Settlement recovers ₹14.3L more than enforcement (NPV basis)
● Settlement ₹31L approved within auto-authority · Enforcement NPV ₹16.7L · Settlement NPV advantage: +₹14.3L · Waiver: 53.3% · Within D2 60% policy ceiling

The waiver policy matrix: maximum waivers by asset classification

IRACP ClassificationDPD RangeMax Interest WaiverMax Penal WaiverMax Principal WaiverApproval Authority
Standard — Watch (DPD 60–89) 60–89 days 25% of accrued interest 100% of penal charges 0% (no principal waiver) Settlement AI — auto-approve
Sub-Standard (DPD 90–455) 90–455 days 40% of accrued interest 100% of penal charges 0% (no principal waiver) Settlement AI — auto-approve up to ₹10L total
Doubtful D1 (DPD 456–820) 456–820 days 60% of accrued interest 100% of penal charges 10% of principal Credit officer if >₹10L; auto-approve below
Doubtful D2 (DPD 821–1,185) 821–1,185 days 80% of accrued interest 100% of penal charges 20% of principal Credit officer mandatory; Board >₹1Cr total exposure
Doubtful D3 (DPD >1,185) >1,185 days 100% of accrued interest 100% of penal charges Up to 40% of principal Credit committee mandatory; Board >₹50L settlement amount
Loss (identified loss asset) Any 100% of accrued interest 100% of penal charges Up to 60% of principal Credit committee + MD for any settlement

The three components of any settlement waiver — and what can and cannot be waived

Every settlement offer has three potential waiver components that the Settlement Agent AI computes separately. Penal charges and fees — the most liberal waiver category. In almost all settlement cases, the full penal charge balance is waived. Penal charges were designed to incentivise timely payment — at the settlement stage, the incentive function has long since failed, and the charges serve only to make the settlement economically inaccessible. Waiving them costs the institution very little (penal charges were unlikely to be recovered in enforcement anyway) and makes the settlement mathematically accessible to the borrower.

Accrued interest — the second waiver component. The proportion of accrued interest that can be waived increases with the classification level, from 25% for a watch-list account to 100% for a D3 or Loss account. The rationale: at D3, the interest has been accruing for over three years on an account that has not paid — the likelihood of recovering that interest through enforcement is effectively zero. Treating interest as uncollectible and offering it as a waiver converts it from an unrecoverable accounting entry into the mechanism that makes the settlement acceptable to the borrower.

Principal — the most constrained waiver component. Principal waiver is only available for D1 and deeper classifications, and is explicitly prohibited for accounts in Sub-Standard or above. The institution has fiduciary obligations to its depositors and investors — waiving principal below the amount actually lent has direct P&L impact that interest waivers do not, since principal waiver reduces the recoverable amount below the original disbursement. Any principal waiver above 10% triggers credit officer approval regardless of the total settlement amount.

+₹14.3LSettlement NPV advantage — ₹31L settlement vs ₹16.7L enforcement NPV · Same asset, very different outcomes
53.3%Waiver rate for Bharat Agro — within the D2 60% policy ceiling · Auto-approved at ₹31L
3Waiver components — penal charges (most liberal), accrued interest, principal (most constrained)
6IRACP classification tiers in the waiver policy matrix — each with separate interest, penal, and principal waiver limits

A settlement that recovers less than enforcement is charity. A settlement that recovers more is treasury management.

The Settlement Agent AI does not approve settlements because the borrower's situation is sympathetic — it approves settlements because the expected recovery value exceeds the enforcement alternative. Bharat Agro's ₹31L settlement is approved not because the business is struggling (which it is) but because ₹31L today outperforms ₹16.7L in 36 months on the institution's cost of capital. The institution that settles below the enforcement NPV has given something away. The institution that settles above it has made a rational decision about the economics of credit recovery — and the Settlement AI ensures that every settlement is the second kind.

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