BLOGS

Notes from the Lab

Field-tested thinking on lending operations, AI-native workflows, and governance. From the team that embeds with lenders.

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An LAP File, Hour by Hour

Product Deep Dive

An LAP File, Hour by Hour

9:40 am. A self-sourced LAP lead, and the documents are already arriving on WhatsApp before the RM has opened the file. A composite hour-by-hour day of a Loan Against Property application, from one-document lead creation to a file ready for credit.

Prakash Rengarajan

29 Jul, 2026

3 min read

Choose Your Operating Model: Embed, Co-Create, or Build Yourself

Thought Leadership

Choose Your Operating Model: Embed, Co-Create, or Build Yourself

There is no single right way to buy a lending platform, and most vendors only offer you one. Here are the three operating models Lending Labs offers, and how to choose between them.

Prakash Rengarajan

27 Jul, 2026

3 min read

Data-Only Migration: What Happens to In-Flight Loans When You Switch LOS

Product Deep Dive

Data-Only Migration: What Happens to In-Flight Loans When You Switch LOS

What happens to every in-flight loan on the day you switch LOS? The answer to that question is where most migrations die. Here is the approach that never moves a live workflow, and lets every in-flight case finish on its own terms.

Prakash Rengarajan

23 Jul, 2026

3 min read

Audit as a Query, Told From the Risk Team's Side

Product Deep Dive

Audit as a Query, Told From the Risk Team's Side

How long does it take your team to answer one regulator question about one loan? For most lenders the honest answer is measured in days. Here is how the Lending Labs platform turns audit evidence from a reconstruction project into a query.

Prakash Rengarajan

20 Jul, 2026

4 min read

Data Residency Without a Forked Platform

Product Deep Dive

Data Residency Without a Forked Platform

Your regulator wants the data in-country. Your CFO wants one platform. Most lenders assume they have to pick. Here is how Lending Labs supports both residency models without forking the codebase, live today at Baobab Group.

Prakash Rengarajan

17 Jul, 2026

4 min read

The Credit Appraisal Memo Should Not Take Two Hours to Build

Product Deep Dive

The Credit Appraisal Memo Should Not Take Two Hours to Build

The Credit Appraisal Memo is the most consequential document in a lending decision, and the one that eats the most time before any credit thinking happens. Lending Labs drafts it automatically from the data already in the system, so the credit officer spends their time on judgment, not assembly.

Prakash Rengarajan

7 Jul, 2026

2 min read

From Knowledge Worker to Value Creator

Thought Leadership

From Knowledge Worker to Value Creator

Knowledge alone can no longer serve as the primary source of competitive advantage. Here is what we are building for the value creator era, and what it means for how lending software gets designed, priced, and delivered.

Anand

4 Jul, 2026

5 min read

The Hidden Cost of a Slow Credit Decision

Thought Leadership

The Hidden Cost of a Slow Credit Decision

A slow credit decision does not just lose the deal. It costs more than most institutions measure, and in more ways than they track.

Prakash Rengarajan

3 Jul, 2026

4 min read

What Is a Loan Origination System, and Why Most of Them Are Broken

Thought Leadership

What Is a Loan Origination System, and Why Most of Them Are Broken

A loan origination system is supposed to manage the end-to-end journey of a loan application. In practice, most of them manage the steps on a diagram. The actual work happens around them.

Prakash Rengarajan

1 Jul, 2026

4 min read

The Loan File Starts With a Document Problem

Product Deep Dive

The Loan File Starts With a Document Problem

Before a relationship manager does any lending work, they do document work. Thirty to forty minutes per file, none of which requires a lending professional.

Prakash Rengarajan

29 Jun, 2026

2 min read

The Document Chase Is a Coordination Problem, Not a Lending Problem

Product Deep Dive

The Document Chase Is a Coordination Problem, Not a Lending Problem

A loan file requires documents. Getting them is supposed to be straightforward. In practice it is one of the most consistent sources of delay in the entire lending process.

Prakash Rengarajan

29 Jun, 2026

2 min read

Your Rules Engine Decides the Easy Loans. The Hard Ones Run on a Document and a Person, Twice.

Product Deep Dive

Your Rules Engine Decides the Easy Loans. The Hard Ones Run on a Document and a Person, Twice.

Most lenders already have a business rules engine, and it works — for the clean cases. The hard majority of credit policy still runs on a document and a person.

Prakash Rengarajan

10 Jun, 2026

4 min read

Lending, Reimagined Around the Role, Not the Process

Thought Leadership

Lending, Reimagined Around the Role, Not the Process

Most lending technology starts from the same place: map the process, then digitize the steps. Lending Labs started from a different question.

Prakash Rengarajan

3 Jun, 2026

3 min read

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