Value Realization - Jan 12, 2026
AI Value Is a Finance Discipline
Treating AI as a finance discipline aligns use cases to capital efficiency, operating risk, and measurable return windows.
8 min read
Retail lending · Collections · Governed AI
Make AI deliver measurable financial impact.
IDAI is a boutique practice for financial institutions that need recovery economics and AI programs to show up on the P&L — starting with digital self-pay and collections orchestration, expanding to governed value realization across the lending stack.
Credibility
Built from operator work inside regulated retail lending — not from a generic AI deck.
Collections digital strategy
Self-pay doubled
End-to-end digital collections redesign on a large retail auto portfolio: propensity selection, payment-friction reduction, and campaign discipline that produced ~₹2.2 Cr annualized savings in the first production cycle.
Deep-bucket recovery
Skip & write-off partnerships
Fintech recovery partnerships and operating design for segments traditional field models under-served — material contribution relative to a full-year PBT base.
Credit decisioning
AI underwriting pilots
Led analytics and deep-learning underwriting pilots across high-volume consumer finance — including design of test / control discipline and executive-ready trade-off frontiers.
Regulated platform build
Online lending & payments
Zero-to-one online seller-finance platform work inside a major private bank, including early cloud-data governance clearance, plus payments P&L ownership on a merchant acquiring surface.
Recognized at NPCI Bharat BillPay's global innovation challenge.
SelfPay
The Cure Ladder for modern collections outcomes.
Identify good-bounce customers. Orchestrate voice, SMS, WhatsApp, and IVR with rising intensity only when justified. Convert a structural share of ~₹200 field economics into digital recovery near payment-rail cost — then hand residual risk to the right specialist team.
India-ready rails. Globally portable logic.
Impact
Three engagements. Fixed scope. Public investment floors.
Digital Collections Diagnostic, AI Collections Pilot Operating Partner, and Governed AI Value Realization — for institutions that want evidence before scale, and a partner who has carried the operating scars.
From USD 4,500 · India from INR 3.5L
Perspectives
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Confidential Discussion
Discuss recovery economics or your AI value roadmap confidentially.
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