INSIGHTS · EXPLAINERS

Explainers.

Clear explainers on the concepts behind automated decisions: gates, scorecards, reason codes and records.

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Aug 26 · Explainer

What Is a Business Rules Engine? How They Work, and When You Need More Than One

A business rules engine separates your business logic from your application code so the people who own the policy can change it. How rule engines work, BRMS and DMN explained, the open-source options, and where a decision engine picks up.

Kira · 12 min readRead

Aug 26 · Explainer

What Is Three-Way Matching? Tolerances, Exceptions, and the Decision Underneath

Three-way matching compares the purchase order, the goods receipt, and the supplier invoice before payment. Here is how tolerances work, why a quarter of line items fail first time, and what actually holds an exception open.

Kira · 9 min readRead

Aug 4 · Explainer

What Is Financial Spreading? Definition, Process, and Automation

Financial spreading standardizes a borrower's statements into one template so every applicant is measured the same way. What spreading in finance means, the seven steps it takes, what it costs, and where it breaks.

Kira · 14 min readRead

Jul 23 · Explainer

Back-Testing Credit Policy Changes: Know What a Rule Change Does Before It Runs

Back-testing replays a proposed credit policy change against your historical loan book and its real outcomes, so the approval-rate and NPL impact are known before the change runs, not discovered months later.

Kira · 11 min readRead

Jun 25 · Explainer

Rossum Pricing in 2026: What It Really Costs

What Rossum actually costs in 2026: the published Starter tier, the quote-only plans above it, the add-ons and services that drive the real total, and who the spend makes sense for.

Kira · 9 min readRead

Jun 25 · Explainer

Provenir Pricing: What It Actually Costs in 2026

Provenir publishes no pricing. We pull together what's credibly reported in 2026: how the model works, what drives the real total, and the questions to ask before you sign.

Kira · 8 minRead

Jun 25 · Explainer

Nanonets Pricing in 2026: Credits, Blocks, and the Real Total

What Nanonets actually costs in 2026: the credits-based model, per-run block pricing, the free tier and volume discounts, what drives the real total, and who the model fits.

Kira · 9 min readRead

Jun 25 · Explainer

Credit Card Underwriting, Explained

How credit card underwriting works: the inputs issuers weigh, the structure of an instant decision, line assignment, and how policy gets enforced at scale.

Kira · 12 min readRead

Jun 25 · Explainer

Credit Decisioning vs Credit Scoring: What's the Difference (and Why It Matters)

Credit scoring tells you the risk number. Credit decisioning tells you what to do about it. Here's how they fit together, and why lenders need both.

Kira · 9 min readRead

Jun 25 · Explainer

ABBYY Pricing: Vantage and FlexiCapture Costs Explained (2026)

ABBYY publishes no pricing for Vantage or FlexiCapture. We collect what's credibly reported in 2026: per-page rates, contract benchmarks, services costs, and what to ask sales.

Kira · 9 minRead

Jun 25 · Explainer

TurnKey Lender Pricing: What Lenders Actually Pay in 2026

TurnKey Lender is quote-only. We map how the pricing model works, what reviewers report, what drives the total for a lender, and the questions to ask before you sign.

Kira · 8 minRead

Jun 25 · Explainer

Mortgage Automation: What Actually Gets Automated, Layer by Layer

What mortgage automation actually covers: the five layers from application to post-close, why documents are the bottleneck, and how the vendor landscape maps.

Kira · 13 min readRead

Jun 25 · Explainer

Ocrolus Pricing: Per-Page Costs and Real Contract Sizes in 2026

Ocrolus publishes no price list. We collect what's credibly reported in 2026: per-page rates, setup fees, contract benchmarks, what drives the total, and what to ask sales.

Kira · 8 minRead

Jun 8 · Explainer

What Is a Decision Engine? Definition & How It Works

A decisioning engine is the system that executes your credit policy on every loan application. Fed by document intelligence, it turns rules, scores, and signals into a consistent approve, refer, or decline.

Kira · 9 min readRead

May 2 · Explainer

What Is a Credit Decisioning Platform? The Layer Behind Loan Decisions

A credit decisioning platform turns applications, documents, and scores into approve, refer, or decline outcomes. Definition, components, and how to evaluate.

Kira · 8 min readRead

Apr 17 · Explainer

Why Frontier AI Can't Read Bank Statements: A Field Guide for Lenders

Why GPT-5.5, Claude, and Gemini fail at bank statement extraction in production, and what deterministic, auditable document intelligence and a Decision Engine deliver for lenders.

Kira · 14 min readRead

Mar 1 · Explainer

What Happens When Your AI Agent Receives a Document? The Missing Layer Nobody Talks About

AI agents can browse, code, and call APIs. Document handling is still the gap. This piece explains the missing layer between raw document extraction and reliable agent action for lenders, and what it takes to build it.

Kira · 7 min readRead

Mar 1 · Explainer

The No-Code Wall: What Happens When Your Automation Hits an Unstructured Document

No-code tools are great until a document shows up. This piece covers why documents break general automation platforms, the workarounds that fail at scale, and what the right architecture looks like.

Kira · 7 min readRead

Mar 1 · Explainer

n8n Is Great for Workflow Orchestration. Until a Document Shows Up.

n8n is solid for orchestration, but it was not built for document processing. This piece covers where the gap shows up on real loan documents and how to pair it with a platform that reads, analyses, and decisions: document intelligence plus a Decision Engine.

Kira · 6 min readRead

Mar 1 · Explainer

The Business Team's Alternative to Vibe Coding: Building Document Workflows Without a Developer

Vibe coding and general no-code tools fall short for document automation. This guide explains what citizen developer platforms provide, where tools like Zapier break down, and how operations teams can own document workflows without engineering support.

Kira · 7 min readRead

Mar 1 · Explainer

Why Your AI Document Workflows Still Need Human Review Gates

Fully automated loan document pipelines fail on edge cases. This guide explains where to place human review gates, how to set confidence thresholds, and why human-in-the-loop review beats full automation when you read, analyse, and decision real loan documents.

Kira · 15 min readRead

Feb 18 · Explainer

Invoice OCR: How to Eliminate Manual Data Entry and Scale Your Accounts Payable

Invoice OCR eliminates manual data entry from accounts payable by automatically extracting vendor names, amounts, and line items from any invoice format. This guide covers how the technology works, implementation best practices, and ROI metrics showing 85-95% cost reduction per invoice.

Kira · 15 min readRead

Dec 11 · Explainer

Document Intelligence vs OCR: What's the Difference? (2026 Guide)

Document intelligence vs OCR: OCR reads text, document intelligence reads and analyses it into decision-ready data. The definitive 2026 guide to the difference, with examples and vendor landscape.

Kira · 11 min readRead

Nov 14 · Explainer

Document Intelligence vs. Configurable Workflows: Which Drives Real Business Value?

Extraction is only step one. See how Document Intelligence reads and analyses any loan document, and how the Decision Engine runs your credit policy on the result, every time.

Kira · 9 min readRead

Start with one decision.

Choose it from the library, adapt it to your systems and rules, and Floowed runs every case: every gate, every reason, on record.