How I Test: My AI Interior Experiment Method (Beginner-Friendly)
How I Test (My Method) How I test: baseline first, one variable at a time. I’m not a designer. I’m a beginner who runs small, repeatable experiments. AI helps me move fast, but the goal is always the same: realistic upgrades that feel better to live with. This post explains the rules I follow, so you know what you’re looking at when you read my experiments. What I’m trying to solve Most small studios don’t need more furniture. They need less harshness, less visual noise, and better daily flow. So I focus on upgrades that are: renter-friendly (no-paint, removable) realistic (no fantasy remodeling) worth the effort (clear impact vs cost) My testing rules (simple on purpose) 1) Baseline first I try to keep the same space, the same layout, and the same viewpoint. 2) One variable at a time Lighting-only. Curtain-only. Rug-only. Declutter-only. If I change too many things, the result becomes meaningless. 3) I say what changed (and what didn’t) I don’t want “magic results.” I want traceable r...