Insights

Insights from 18 years of software delivery.

Field-tested guidance on AI, cloud, compliance, and architecture from engineers who build production systems.

Written by the engineers and compliance leaders who build and review every LTK Soft deployment.

New to AI? Start here

13 articles · Latest September 22, 2026

FeaturedAI Agents

AI Agents in the Enterprise: Where Agentic AI Delivers ROI — and Where It Doesn't

Every vendor now sells “agents.” Which workflows agents genuinely improve, the failure modes we see in real deployments, and the architecture that keeps them safe.

September 22, 202611 min read

Read article

AI Agents in the Enterprise: Where Agentic AI Delivers ROI — and Where It Doesn't

01Latest articles

Expert insights from our 18-year journey building enterprise software

AI Strategy

Why Most GenAI Pilots Never Reach Production — and the 6-Week Path That Works

Demos are easy; production is hard. The five reasons generative AI pilots stall, and the structure that gets you measured results and a clear decision in six weeks.

August 18, 202610 min read

AI Governance

AI Governance in 2026: A Practical Playbook Using NIST AI RMF, ISO/IEC 42001, and the EU AI Act

Customers, auditors, and regulators are asking how you control your AI. An inventory, risk tiers, and controls that answer them without burying teams in paperwork.

July 14, 202612 min read

Private AI

Private AI for Regulated Companies: Using LLMs on Sensitive Data Without Leaking It

Deployment options, permission-aware RAG, and the five mistakes that leak data — how to give teams ChatGPT-level productivity while your data stays put.

May 27, 202611 min read

AI Automation

Intelligent Document Processing for Insurance: From OCR to LLM-Powered Claims Intake

How insurers turn emails, PDFs, scans, and photos into validated claims data — and where people should stay in the loop. Includes lessons from 85% claims automation.

April 8, 202610 min read

Legacy Modernization

AI-Assisted Legacy Modernization: How LLMs Cut the Risk — Not Just the Time — of Rewriting Old Systems

The hard part of replacing an old system is knowing exactly what it does. How AI documents business rules, generates tests, and makes incremental migration safer.

February 17, 202610 min read

Data Engineering

Is Your Data Ready for AI? A 10-Point Readiness Checklist

Most AI projects don't fail at the model — they fail at the data. Score yourself on ten points and learn what to fix first before you commit budget.

January 20, 20269 min read

Public Safety

The Real Requirements for CJIS-Compliant Software: What Most Vendors Get Wrong

After 16 years building software for US law enforcement, here are the technical realities of CJIS compliance. From encryption to background checks—what you really need to know.

December 28, 202518 min read

Cloud & DevOps

Cloud Migration: Complete Guide from Planning to Production

Our complete playbook for moving to the cloud — AWS, Azure, or Google Cloud: planning, architecture, execution, and cost optimization — and the mistakes that make migrations go over budget.

December 15, 202520 min read

AI & Machine Learning

Implementing Generative AI in Your Business: A Technical Roadmap (Not Just ChatGPT)

Every company wants GenAI, but most don't know where to start. Here's a practical, no-hype guide to taking GenAI from idea to production.

December 10, 202516 min read

Healthcare & Compliance

HIPAA Compliance Is Architecture, Not Documentation: A Developer's Field Guide

HIPAA compliance isn't rocket science—but you have to get the details right. Here's what developers need to build into the architecture from day one.

November 28, 202522 min read

AI & Machine Learning

Why ML Projects Stall Before Production — And What Successful Teams Do Differently

Most ML projects never make it to production. Here's what separates successful production ML from academic experiments.

November 15, 202524 min read

Architecture

Software Architecture for Regulated Systems: What Fails Under Audit and Why

After 300+ projects — from startups to subcontracted work for Fortune 500 companies — here are the architecture patterns that actually work—and the ones that don't.

October 30, 202526 min read

Newsletter