Resources

Insights for MCA brokers
who think in systems.

Deep dives on submission intelligence, lender matching, underwriting automation, and building a data-driven brokerage.

Why Relationship-Weighted Scoring Changes Everything

Two brokers submitting the same deal get different lender recommendations. Here's why that's the entire point.

The 20 Risk Signals Every Bank Statement Contains

What AI sees that human underwriters miss — and how automated extraction catches patterns across thousands of data points.

The Data Flywheel: How Outcome Tracking Compounds Your Advantage

After 10 recorded outcomes, your predictions improve by an average of 23%. After 50, you're operating with a different product.

MCA Broker Tech Stack in 2026: What's Working and What's Not

We surveyed 40 ISO owners about their current tools. The results confirm what most brokers already know — the tooling is broken.

Building the Underwriter's Note: Transparent AI for Skeptical Brokers

Why we chose human-readable explanations over confidence scores, and how it changed our early user adoption.

Multi-Tenant Data Isolation: Why RLS Matters for Broker Platforms

Application-level filtering vs database-level enforcement. One protects your data. The other hopes to.