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Built a 4-agent e-commerce operations swarm where every
agent has one job — and they do it in real-time, together.
Most e-commerce teams manage inventory, pricing, fraud,
and customer ops in silos. This system connects all 4
into one intelligent operation:
→ Inventory Agent
Stock monitoring, demand forecasting, reorder
automation — no more stockouts
→ Pricing Agent
Real-time competitor tracking, margin intelligence,
dynamic price optimization across 8 SKUs
→ Fraud Detection Agent
Anomaly detection, risk scoring, velocity checks,
IP blacklist, COD pattern analysis — stops fraud
before it happens
→ Customer Operations Agent
Ticket resolution, order tracking, sentiment
analysis — faster responses at scale
All 4 orchestrated by a Supervisor Agent that
coordinates, validates, and ensures business goals
are met — not just tasks completed.
What makes it production-ready:
✦ EventBus architecture for real-time agent communication
✦ WebSocket-powered live dashboard (glassmorphism UI)
✦ 40 automated tests covering all agent behaviors
✦ ERP · WMS · CRM · Orders · Payments data integration
✦ End-to-end audit trail from ingestion to action
Stack: Python · FastAPI · WebSocket · Chart.js ·
CrewAI · OpenAI API
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
Related posts
Testing out some new tools today and ended up with this project. The core idea is a mashup between the classic Pokedex—specifically its ability to scan and display item rarity—and a high-end rare sneaker marketplace. Instead of Pokémon, it’s all about tracking and auditing sneaker data.
I started with a simple prompt and kept iterating by feeding it reference images, refining the details until it hit the right vibe.
For the interface, I went for a 'slideshow' feel using D-pad controls to interact with the cards. Honestly, it took me hours to get that button logic locked in—it’s not 100% pixel-perfect yet, but it works, and that’s a win for today! HEHE
The design leans into Neo-Retro Brutalism, blending 90s hardware sensibilities with modern UI patterns. Through a Skeuomorphic-System approach, the interface mimics a proprietary firmware environment—using a terminal-first aesthetic and data-dense layout to create a physical sense of 'system presence' rather than just a flat web page.
Overall, this tool is an absolute beast for brainstorming and visualizing web concepts. It’s been a game-changer for getting ideas out of my head and into a playable prototype. It really bridges the gap between 'just a static image' and 'a fully interactive system.
Beautiful ❤️
KibbarX | A Space Taxi App.
I've created an app that can be used by people in the future to travel in space. Think of it like Uber, but for the solar system. I just went with a unique idea to go for, instead of a generic website and app design, to actually see the potential of the tool.
Every single thing in the design is created using Stitch. I started with the basic prompt to create the starting screen of the app (attached the screenshot) and then kept modifying the design and experience until it generated something that I found good to go. I kept giving it instruction simultaneously for multiple elements and screens. And it generated really good results.
The prototype also works well and helps visualize how the final product would work.
The UI has a dark approach with a space theme to create a galactic feeling for the users.
Feedback:
Stitch is an awesome product for any designer out there. If it's creating this level of design at this stage, what will it do after a year or two when it becomes even more advanced? I wonder.
I loved the fact that I could keep giving it instructions while it generated for the previous prompt. It really helps to make the whole process really fast, unlike other tools where we have to wait for the design to generate before giving the next instruction.
There is something that could be improved, which is that instead of creating new screens for each prompt, it can save history for the changes and keep changing the same screen; it generates new screens each time, sometimes even if I try changing just one element on the screen.
It should have a components option, where components should be generated and can be used anywhere, just like in Figma, Framer, and Webflow. Currently, it keeps designing a new header bar, bottom nav bar, font sizes, etc. I had to select each element and ask it to match a certain element on some other screen to keep the consistency of the design.
Prototype link: https://stitch.withgoogle.com/preview/12372570470099160226?node-id=c3368f15ef8c48189193f8cb080c2c9d
Thanks, Google, I loved using Stitch. Definitely looking forward to using it for the real-world product design.
An absolute joy to look at! Keep inspiring us with your work. 💖🌟
AI Personal Media Plan Generator — Built with Google Stitch
I built an AI-powered media plan generator that helps people and companies get a personalized media placement plan delivered straight to their inbox — in minutes, not days.
The tool works like this: a user fills out a simple form with their name, email, company website, industry, budget, and a few more data. That data flows into Google Sheets and Google Apps Script triggers an LLM (using OpenAI API and PRNEWS API) to generate a tailored media plan, and automatically sends a personalized email with relevant media placement recommendations and direct links to purchase placements in our catalog.
How I used Google Stitch:
Google Stitch was the core of the front-end creation process. Using Claude to craft a strong prompt, I generated the full visual interface in 10–15 minutes — complete with corporate colors, brand fonts, logo placement, and a clean content structure. What would normally take hours of design and dev work was done before lunch. I then deployed it live on the PRNEWS domain, making it immediately usable for real customers.
Stitch features used:
(1) Streaming generation directly to canvas; (2) Prompt-driven UI creation from a detailed brief; (3) HTML-native rendering for a polished, deployable result
The result is a fully working product that's live, customer-facing, and already generating leads — not just a prototype.
Stitch project - https://stitch.withgoogle.com/projects/3663326237666168285
AI Personal Media Plan Generator - https://prnews.io/get/media-plan-generator/
Yo, the way this all comes together is just chef’s kiss.
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