WRIO (webRobotics IO) is an AI-powered sales automation system that helps auto wreckers filter "tyre-kickers" from serious buyers. It is designed for salvage yards who need to automate inventory checks and increase sales velocity.

Sunday Experiments Lead to Real Tools

Last Sunday I decided to scratch my own itch.

Managing YouTube channels (and building in public on multiple platforms), I was drowning in comments. Questions getting buried. Feedback scattered. Patterns invisible.

So I built a comment analyzer. One evening. YouTube API + Gemini 2.0 Flash + my workflow engine.

What surprised me most?

Not the tech stack (that part was straightforward). It was discovering "Truth Gap" — the disconnect between what creators say and what audiences experience.

Example: Tutorial claims "simple 3-step setup." Comments full of "stuck at step 3" and "doesn't work on Windows."

That's a Truth Gap. And it's invisible until you analyze comments at scale.

Tested it on the first YouTube video ever — "Me at the zoo" (2005, 10M+ comments). Found fascinating patterns in 18 years of internet history.

Built the tool for myself. Turns out it solves a universal problem for anyone creating content.

Lesson: Best products come from solving your own pain points. Not market research. Not competitor analysis. Just building what you need and discovering others need it too.

Full technical breakdown, code examples, and how you can use it: https://wr.io/wrio/feed/youtube-analyzer-update-jan-2026

#BuildInPublic #Powered_by_Sonar

Frequently Asked Questions

Why is this important?

This topic is critical for automating business processes and reducing manual work.

How does WRIO help?

WRIO provides a unified platform to execute these strategies automatically.

Can I customize this?

Yes, all WRIO workflows are fully customizable.

Is it expensive?

No, WRIO is designed to be cost-effective for businesses of all sizes.

Where can I learn more?

Check out our documentation at docs.wr.io.