How to Calculate the ROI of AI Automation
Most AI ROI numbers are made up. Here is a simple framework to run the maths yourself, with fully-loaded Australian labour costs, worked examples and the cases where the answer is don't automate.
Tag: ai-and-automation
Cheaper AI models won't cut your costs on their own
Open models like GLM 5.2 now handle most everyday AI work at a fraction of frontier prices. Swapping one in, though, is an engineering project in its own right, and that is where the savings are won or lost.
How Heavy Industry Turns Digital Twins Into ROI
A haul truck that stops costs thousands of dollars an hour. Here is how digital twin development, remote operation and industrial VR training turn that downtime into measurable ROI for mining, logistics and manufacturing.
Small on-device vision models and what they let you build
Small vision models, fine-tuned for specific jobs, can now run on a phone with accuracy that used to need a server. Here is what that changes for image-driven apps.
· securityClaude Mythos Found Flaws Under Millions of Laravel Sites. A Wake-Up Call, Not a Disaster
Anthropic's Mythos model just found 19 confirmed vulnerabilities in Symfony, the framework behind millions of Laravel sites. It sounds alarming, and it is worth taking seriously. But what actually decides whether your application is exposed is more reassuring than the headline.
How to choose between prompting, RAG, and fine-tuning
Three ways to make an AI feature work, three very different price tags. Here is the decision framework we use to pick the right one, written for the person signing off on the budget.
