toolsy.online
Geo Mukkath — AI-native product
manager who builds
everyday tools.
Hi, I'm Geo Mukkath — I leverage AI to ship tools faster, smarter, and with deeper user empathy.
About
I don't just manage products.
I build them with AI.
I'm an AI-native product manager with a builder's mindset. Where traditional PMs write specs and wait, I prototype, iterate, and ship — using AI as a core part of my workflow to move faster and build better.
My approach starts with user empathy, amplified by AI. I use AI to analyze user behavior at scale, synthesize qualitative insights, and generate rapid prototypes that I can validate with real users in hours, not weeks.
I believe the best tools don't just function — they disappear. They become so natural that people don't think about them. They just get work done. And AI is the lever that lets me build those tools faster than ever before.
How I Work
Empathy-driven.
AI-accelerated.
Every tool I build follows a cycle that starts with empathy and runs on AI. Here's the process distilled into four stages:
Empathize
I start with the real problem. I use AI to analyze user feedback at scale, spot patterns across thousands of data points, and surface the pain points that matter most.
Observe
I watch how people actually work, then use AI to synthesize observations into actionable insights. The gap between intent and behavior is where the best tools are born.
Build
AI lets me prototype at the speed of thought. From wireframes to working demos in hours. I validate with real users, iterate, and let AI handle the repetitive parts.
Ship
I launch fast, measure with AI-powered analytics, and learn in real time. Then I go back to step one — because great tools evolve continuously.
“AI doesn't replace product intuition — it amplifies it. The best PMs use AI to move faster, not to skip thinking.”
Body of Work
Things I've shipped.
Built with empathy & AI.
QuickShapes
Wireframing Tool
A minimalist wireframing tool for product teams. Designed to make sketching UI ideas as fast as thinking them — no learning curve, no bloat. Just shapes, connections, and your ideas.
More tools in progress — stay tuned.
Philosophy
User empathy + AI fluency.
That's the edge.
Empathy is the input, AI is the accelerator
I don't use AI to replace human judgment — I use it to listen at scale. AI helps me process thousands of user signals so I can focus on what matters: understanding the emotional core of the problem.
Ship fast, learn faster
AI lets me go from idea to working prototype in hours. That means faster validation, faster feedback loops, and tools that evolve with real user needs instead of internal assumptions.
Simplicity is the ultimate sophistication
The best AI-powered tools are the ones you don't notice. They feel effortless. I build simplicity through deep understanding, not by stripping features — and AI helps me find that balance.
Build tools, not products
Products have features. Tools have superpowers. I think about what a person can do after using what I build — not just what the interface looks like. AI-native thinking means the tool gets smarter the more it's used.
Let's Connect
Let's build the future
with AI + empathy.
I'm always open to conversations about AI-native product building, tools that make work better, and the intersection of empathy and technology.
Built with AI + user empathy
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