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The archive · Money & Fintech · Strategic decision · 2024–2026

Rezolv bets debt collection becomes an AI-native product, not a services business

Kissht's founders returned with an AI collections platform for Indian lenders — $12.5M Series A led by Norwest after 22+ banks and 12M loan accounts.

Rezolv

The betDebt collection is the wedge to an AI-native operating system for lending: replace fragmented manual services with one platform whose every repayment trains the model.Scaling

What the business is

Rezolv sells banks and NBFCs an AI-native lending platform, starting with debt collection — conversational voice agents, a Strategy Builder that orchestrates digital and field engagement, and workflows that span from welcome calling to write-off.

Starting capital3one4 Capital led a $3.5M seed in 2025; Norwest led a $12.5M Series A announced 2026-08-18, with Vertex Ventures Southeast Asia & India and 3one4 participating — roughly $16M total.

How it started

Karan Mehta and Sonali Jindal built Kissht, a consumer lending company, before founding Rezolv in Mumbai in 2024. Returning to the sector, they saw banks and NBFCs managing collections through fragmented rules-based systems and manual vendors — no unified view of delinquent portfolios, static strategies, and no way to measure whether tools actually improved recovery. Their answer was to rebuild the workflow as a product rather than a service.

What happened

Rezolv launched a full-stack platform: homegrown voice agents capture intent, promises and dispositions on every call; a Strategy Builder orchestrates messaging, localised voice and field-force management; and every repayment event feeds back as a training signal. 3one4 Capital led a $3.5M seed in 2025, and by 2026 the company had signed more than 22 banks and NBFCs including ICICI Bank, AU Small Finance Bank, Poonawalla Fincorp, Bajaj Auto Credit and IIFL, reporting 6.5 million minutes of borrower conversations a month across over 12 million loan accounts and a 35% improvement in bounce and resolution rates. On 2026-08-18 it announced a $12.5M Series A led by Norwest with Vertex Ventures Southeast Asia & India and 3one4 Capital participating.

How it ended up

As of August 2026 Rezolv is expanding from collections toward the full lending lifecycle — sales, risk, underwriting and origination — and says it will enter markets outside India. The claim that collections data compounds into an AI-native operating system for all lending is still being tested.

Background

Karan Mehta and Sonali Jindal had built Kissht, a consumer lending business, before founding Rezolv in Mumbai in 2024. What they saw on returning to the sector was a gap between AI hype and the shop floor of Indian lending: banks and NBFCs managed collections through fragmented, rules-based legacy systems and manual service vendors, with no unified view of delinquent portfolios and no way to quantify whether new tools were actually improving recovery.

Rezolv's bet was that debt collection — the most manual, high-cost bottleneck in lending — would be the wedge into an AI-native operating system for the entire lending lifecycle. Its platform pairs conversational voice agents with a Strategy Builder that orchestrates messaging, localised voice interactions and field teams, so every call captures intent, promises and dispositions, and every repayment event feeds back as a training signal. The company says the same engine is designed to extend to sales, risk, underwriting and loan origination.

Traction came fast because the domain credentials were real: within two years Rezolv signed more than 22 banks and NBFCs including ICICI Bank, AU Small Finance Bank, Poonawalla Fincorp, Bajaj Auto Credit, Five-Star Business Finance, Muthoot Capital and IIFL, and says it now powers 6.5 million minutes of borrower conversations a month across more than 12 million loan accounts, with its Strategy Builder delivering a 35% improvement in bounce and resolution rates.

On 2026-08-18 Rezolv announced a $12.5M Series A led by Norwest, with Vertex Ventures Southeast Asia and India and existing investor 3one4 Capital participating — following a $3.5M seed led by 3one4 a year earlier, for roughly $16M total. Norwest's Niren Shah framed AI-driven collections as one of the most compelling areas of financial-services transformation; the founders say the money will fund expansion across the lending suite and into global markets.

What has to be true

  • Collections was the most manual, measurable pain in lending: fragmented systems and service vendors hid recovery outcomes, so a product that quantified impact had an immediate wedge.
  • Every borrower conversation is ground-truth data: voice agents capture intent and promises, and each repayment trains the strategy engine — a flywheel service vendors could not build.
  • Founder credibility compressed the sales cycle: as ex-Kissht founders, Mehta and Jindal signed marquee lenders such as ICICI and AU Small Finance Bank within two years.
  • The 35% bounce-and-resolution improvement gave investors a metric to underwrite, and Norwest led a $12.5M Series A when AI claims without measurable outcomes were being discounted.
  • The bet extends beyond collections: the platform is pitched as the operating system for the whole lending lifecycle, with origination and global markets as the next moves.

What can be applied

Pick the most manual, painful workflow first: collections ran on fragmented services for years, so Rezolv productised it with measurable outcomes and let the data flywheel fund the rest.

Aftermath

As of 2026-08-20 Rezolv serves more than 22 banks and NBFCs across India, processes over 6.5 million minutes of borrower conversations monthly on more than 12 million loan accounts, and reports a 35% improvement in bounce and resolution rates from its Strategy Builder. With a $12.5M Series A led by Norwest, total funding stands at roughly $16M. The company plans to expand AI across the lending suite and enter markets outside India; whether the collections data flywheel compounds into origination remains unproven.

Sources

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