Tag Archives: explainable AI

Build Smarter: A Simple Guide to Your Internal Model Registry

In the last post, we pulled pretrained models from public hubs and got results fast. Great for demos. But when you’re running multiple projects, retraining variants, and handing models between teams, you need something sturdier: an internal model registry. Think of it as a single place to track what models you have, which data trained […]

How to Train a Basic Vision Model Using FastAI

Following up on our previous article, “The 75% Workforce Reduction Already Here: How Functional AI Pipelines Are Reshaping Work”, we received a wave of questions about how to actually train a computer vision model — not just automate one. This post answers that — with a high-level, practical example showing how to train a basic […]

From Demo to Dollars: How BBrant.com Proved the Power of AI-Enhanced Ecommerce

When we spun up BBrant.com, it wasn’t supposed to make money. It was built as a sandbox—a place to test how far our AI substrate could push ecommerce automation, SEO, and product storytelling. Then it took off. Within weeks, the demo store began outperforming expectations—organically climbing search rankings, drawing in real shoppers, and turning optimized […]

The 75% Workforce Reduction Already Here: How Functional AI Pipelines Are Reshaping Work

The numbers are staggering. Across small and mid-sized companies, we’re now seeing a realized 75% reduction in workforce after implementing functional AI pipelines, with estimates climbing as high as 80–90%. This isn’t speculative. It’s happening today. Entire departments that once required teams of people are being compressed into streamlined AI pipelines that run in real […]

We’re Fully Booked — And Grateful.

At Subdomain Systems LLC, we’ve always believed in building smart, scalable AI solutions that help businesses not just keep up, but leap forward. Today, we’re proud to share some good news:Our client backlog is officially full. This means we’re temporarily pausing new client intake to focus on delivering exceptional results to the companies that have […]

MLOps for Small Business: From Experiment to Reliable AI in Production

Machine Learning isn’t just for the big players anymore. As tools become more accessible and open-source solutions flourish, small and midsize businesses (SMBs) are in a unique position to leverage AI without needing a massive data science team. But deploying a model isn’t the same as maintaining one. That’s where MLOps comes in—and it’s more […]

Trust & Transparency: Explainable AI in the Wild

Why Black Box AI Is Out—and Clarity, Confidence, and Accountability Are In Remember when “AI” meant a magical black box that just worked—or didn’t—and you had to shrug and move on? Those days are done. If you’re putting AI in front of customers, users, or regulators, you need more than clever math and marketing swagger. […]