I've been thinking about my body a lot lately, not insecure but just conscious. I want to tone my body.
One of the issues, and you would definitely agree, is the lack of guidance. Now, you'll argue that in today's age, everything is available online, fair enough. I knew I needed proper guidance, something that actually understands my body. AI chatbots as simple as ChatGPT can guide on it. However, a structured, accurate prompt is the first requirement to get a serious response, and it cannot see me as a human would. Imagine describing yourself to a doctor, but only in adjectives. That's what most people do with AI fitness advice.
I was brainstorming solutions for this. Meanwhile, I happened to visit a tailoring shop to get some clothes stitched. They took precise measurements of my entire body, neatly onto a structured list.
The words of Clive Humby, British mathematician and data science entrepreneur, keep crossing my mind frequently: "Data is the New Oil." We often think data lives on a server somewhere, but it does not.
The data for me was right there, sitting on those paper strips.
I got a picture of those strips right away. First problem, it was in the local language (Marathi), but honestly, a cakewalk for LLMs. Second issue, the lower body's measurements were scribbled onto the upper body's paper itself, probably because they ran out of separate strips. Raw data, no labeling, nothing. I prompted it to figure out the unlabeled strips, and it worked. The LLM already knew the standard sequence Indian tailors follow. I then prompted it to cross-check logically against average body measurements and, boom, done.
I now had the most complete, detailed picture of myself I had ever handed to an AI. For the first time, I had actually described myself properly to get real guidance.
It suggested exactly where to focus during workouts, a calorie deficit plan, and a protein-rich strategy to preserve the upper body mass I've already built. And honestly, there's just no end to what you can ask after this.
This unlocks something big. Any fitness advice is now just a prompt away. I finally have a system that grows with me, more personalized than ever before. I can update my measurements weekly, track my progress, and keep getting fresh plans based on where I actually am.
Honestly, this is just phase 1. But it already solved my biggest problem, and of course all those confusions in the gym.
One of the key learnings from this whole incident was how data science works: it transforms information into insight.