Articles

  • Decision Tree vs Decision Table: When to Use Each

    Decision trees and decision tables solve the same problem in different forms. Both can express decision logic, and both can be translated into each other, but they are not equally useful for every job. The right choice depends on whether you need visual segmentation, compact lookup logic, or a structure that stays readable as rules change.

    Published on:: 2026-04-11 18:50:16

  • Why Decision Lineage Matters in Chained Decision Flows

    Decision flows are no longer single tables or isolated rulesets. They chain rules, third-party calls, segment splits, and model steps, which makes the final outcome harder to explain unless you track decision lineage at each step.

    Published on:: 2026-04-11 18:06:18

  • Merchant Risk Evaluation for BNPL and Consumer Lending

    Merchants sit at the front line of fraud in BNPL and point-of-sale financing. A scalable merchant risk process needs to separate what can be automated from what still needs human review, then keep monitoring after approval.

    Published on:: 2026-04-07 11:49:36

  • Private State Tokens in Online Antifraud: What They Change and Where They Fit

    Private State Tokens are a privacy-preserving signal for online trust. They can help separate real users from automated abuse without relying on traditional fingerprinting, which is getting harder to use as browsers tighten privacy controls.

    Published on:: 2026-04-06 12:35:06

  • How to Import a Trained Model into a Decision Flow

    To use a trained model in Decisimo, first package it, then define how the engine should call it. The key is simple. The model must accept the right inputs, in the right order, with the right data types, so its predictions can feed the next step in your decision flow.

    Published on:: 2026-04-06 11:13:58

  • Deployment of Risk Management Decision Engines in Consumer Lending

    Consumer lending decision engines need a clear rule order, flexible control, and full traceability. This article explains how to structure decision logic so teams can manage risk, save cost, and adapt quickly as data changes.

    Published on:: 2026-04-06 11:00:37

  • How to Start a Consumer Lending or BNPL Business

    Starting a consumer lending or BNPL business is not about launching a loan product and hoping demand appears. It is about building a licensing, funding, decisioning, servicing, and collections operation that can scale without losing control of risk. This guide breaks down the core business models, operating flow, technology stack, and decision logic you need to run it.

    Published on:: 2026-04-05 23:46:54

  • Promise to Pay in Consumer Lending: How to Track, Test, and Improve Collections

    Promise to Pay is one of the few early-stage collections signals that ties directly to recovery outcomes. The problem is not making the commitment itself. The problem is tracking it well, structuring the call flow around it, and using data to decide what happens when the promise is broken.

    Published on:: 2026-04-05 18:24:15

  • Mystery Shopping in Lending: How to Test Third-Party Sales Channels

    Mystery shopping is one of the few ways to see how lending is really sold outside your office. It shows whether partners explain terms correctly, follow consumer finance rules, and present your brand and product as intended.

    That matters in BNPL, car leasing, and any model that uses third-party agents. The risk is not only poor conversion. It is regulatory exposure, inconsistent sales behavior, and approval-chasing nudges that change the customer journey.

    Published on:: 2026-04-04 18:25:20

  • A Practical Guide to Collections Stages in Lending

    Collections works best when it matches the delinquency stage, the product, and the customer profile. One contact strategy for every case creates noise, lowers customer experience, and wastes recovery effort.

    This article breaks down pre-collections, early collections, late collections, and refinancing, with a focus on decision logic, segmentation, and disciplined communication.

    Published on:: 2026-04-04 18:16:04