From the Founder

AI in regulated environments, written from the field.

Best practices and AI trends for teams shipping into mortgage, insurance and other regulated industries — governance, evidence, and what it actually takes to move from pilot to production.

Ravi Singh

Founder & CEO, Reslt AI — 25 years across mortgage decisioning, enterprise architecture and engineering at scale · LinkedIn

October 11, 2026

Built or Bought, Every AI in the Loan Chain Now Answers to the Lender

Fannie Mae LL-2026-04 and Freddie Mac Bulletin 2025-16 make lenders answer for vendor AI too. Three practices turn the question into a lookup.

Read the article →

Diagram of eight steps from AI pilot to production, grouped into four stages: Scope, Govern, Ground, and Own the Output

August 10, 2026

AI Pilot Fatigue: Eight Steps From Pilot to Production

Why AI pilots stall before production — and the eight-step governance framework we use to ship AI into mortgage and insurance, where output is regulated.

Read the article →

Developer typing at a keyboard with code and workflow diagrams overlaid

April 14, 2026

Why We're Not a Dev Shop: The Engineering Department

A dev shop gives you developers. We give you the engineering department — architecture, QA, DevOps and governance on one accountable, senior team.

Read the article →

Hands cupped around a glowing security shield marked with a checkmark

April 6, 2026

The SOC 2 Rework Guarantee: Who Can Underwrite It

Most vendors are only compliance-aware. Far fewer will guarantee no re-architecture to pass your audit — here is what makes that guarantee possible.

Read the article →

← All posts