FinBox Research
Topic

Sentinel

Browse all articles filed under Sentinel — from the FinBox research desk.

Sentinel
Components of a Credit Decisioning Stack: Decision Engine, Rules, Tables & Scorecards Explained
A credit decisioning platform automates loan underwriting by combining a decision engine, a business rules engine (BRE), decision tables, scorecards, and data integration layers. Rule-based decisioning applies deterministic, auditable logic (e.g., FOIR limits, eligibility checks), while ML
10 Jul 2026 6 min read
Sentinel
Rule-Based vs ML-Based Credit Decisioning: Can BRE and ML Models Work Together?
Rule-based decisioning uses deterministic if-then logic (decision tables, policy thresholds) that produces identical outputs for identical inputs and is easy to audit. ML-based decisioning uses statistical models trained on historical repayment data to score risk probabilistically and adap
10 Jul 2026 6 min read
Sentinel
What Is a Credit Decisioning Platform? Definition, Core Components & How It Differs from LOS and BRE
A credit decisioning platform is software that automates the evaluation of a borrower's creditworthiness by combining rule-based logic, ML-based scoring, and data integrations to produce an approve/reject/refer outcome. It differs from a Loan Origination System (LOS), which manages the end
10 Jul 2026 6 min read
Sentinel
What is a business rule engine in lending?
Modern lending systems are evolving from static underwriting workflows into continuously adaptive decision infrastructure — what a BRE is, how it fits the modern credit stack, and what separates AI-native decisioning from AI-washing.
7 May 2026
Case-study
Sentinel AI transforms risk and decisioning at IIFL - A FinBox case study
Sentinel AI turns IIFL finance into a digital lending powerhouse.
4 May 2026 11 min read
Re-imagining housing finance with Sentinel AI
Smarter co-applicant underwriting and guarantor verification — identity, compliance, credit, and income signals in a single decisioning engine for HFCs.
4 May 2026 9 min read
FinBox Research
Sentinel (Business Rules Engine): Tackling 13 challenges across the credit value chain
13 reasons why our Business Rules Engine Sentinel sits at the crux of a sustainable, resilient, and scalable digital lending business
2 Feb 2024 1 min read
FinBox Research
The role of a business rules engine in India’s mortgage landscape
As the tide turns for housing finance companies, automation technology takes centre stage
11 Dec 2023 1 min read
FinBox Research
Acing the high-tech, low-cost ops model: Small Finance Banks and the power of an agile Business Rules Engine
Why Small Finance Banks need an agile business rules engine to sustain their distinctive business model
29 Nov 2023 1 min read
FinBox Research
Why an advanced rules engine should be the core of lenders’ ONDC strategy
A competitive edge for lenders: The role of an advanced rules engine in ONDC
10 Nov 2023 1 min read
FinBox Research
As RBI plays Scrooge with money, banks turn into deposit magpies
As RBI turns off the money tap, banks go mopping up deposits
27 Oct 2023 1 min read
FinBox Research
How do Canary testing and Champion/Challenger features in a Business Rules Engine benefit credit decision-making?
A guide to Canary and Champion/Challenger strategies for credit decision automation
18 Sep 2023 1 min read