development

QCGenius: Real-time Factory AI Built in One Afternoon 🏭

qcgeniusdevelopmentaimanufacturinggemini-3computer-vision

Today we’re excited to share ** QCGenius **, an app we built in a single afternoon! ⚡

The idea came from the same friend who recommended DashboardGenius.He pointed out a glaring gap in manufacturing: ** Quality Control(QC) is still shockingly manual.**

The Problem: Trust but Verify ?

Manufacturers often rely on operators to manually check products and scribble results on paper or enter them into a digital system.
  • ** The Issue:** It’s 100 % trust - based.If an operator misses a defect or just ticks a box to get through the shift, the system records it as "Pass."
    • ** The Consequence:** Minor quality slips can snowball into massive rework, product throwaways, and significant financial loss.

The Solution: AI Eyes on the Line

My friend’s concept was simple but powerful: Give operators an iPad.

  • ** Traceable Record:** Instead of just a checkbox, the operator takes a photo.
  • ** Real - time Feedback:** The AI analyzes the image against quality standards instantly.
  • ** Verifiable Truth:** Management gets a visual record, not just a data entry point.

Why Now ? The Gemini 3 Advantage 🧠

QCGenius is made possible by the incredible ** multi - modality of SOTA AI models like Gemini 3 **.

  • ** Context Aware:** It combines visual data with user input(text & voice recordings!) to understand * what * it's looking at.
    • ** Zero - Shot Learning:** Unlike old CV models that needed thousands of labeled images, this model knows what to look for without extensive fine - tuning on scarce defect data.

![QCGenius Main Menu](/images/chronicles / 2025 - 12 - 22 / qcgenius - menu.png)

Feature Spotlight: Mass SKU Ingestion 📦

One of the coolest features is how we handle data onboarding.Companies have hundreds of SKUs effectively trapped in different formats(ERPs, MES, Excel, CSV).

  • ** Universal Import:** QCGenius can digest product data from massive lists, specific file formats, or even ** simple screenshots / photos ** of a product list.
  • ** Instant Setup:** The AI parses the "messy" data and structures it ready for inspection.

![QCGenius Product Import](/images/chronicles / 2025 - 12 - 22 / qcgenius - sku.png)

Beyond Products: Work Area Inspection 🧹

My friend also suggested extending this beyond just products to ** work area inspections **.

  • ** The Goal:** Verify clean states, tool placement, and general housekeeping(5S).
  • ** Voice - First Context:** This is where ** voice recording ** shines.Even with minimal reference images, the AI can follow verbal instructions("Check if the wrench is on the shadow board and the floor is clear of debris") just like a human would, validating the scene against the photo record.

What's Next?

We’re thrilled that modern dev tools allow us to build complex, production - ready apps in hours, not weeks.We’ll be rigorously testing QCGenius with our friend after the holidays to get it factory - ready.

Exciting times ahead for manufacturing productivity in the US! 🇺🇸