AI Automation · n8n · Integrations

Automating Ideas Into Real Solutions.

I build AI-powered automations, business workflows, API integrations, and intelligent systems that help businesses save time and work smarter.

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Featured Projects

Projects

Real-world solutions built with AI, automation and modern tools.

Featured Project

Bite House

AI Restaurant Ordering System — a conversational ordering workflow that understands Arabic requests, manages the order flow, calculates totals, and records confirmed orders.

n8nAI / LLMWebhooksGoogle SheetsJavaScript
Case Study / 02

Laptop Inventory

Inventory and sales management dashboard connected to n8n, webhooks, and Google Sheets, with stock control, sales tracking, and printable invoices.

HTML / CSS / JSn8nWebhooksGoogle Sheets
View the dashboard, sales flow, and invoice experience.
Case Study / 01
Bite House
AI Ordering
n8nLLMsREST APIsGoogle SheetsJavaScript

Bite House is an AI-powered restaurant ordering experience: customers can order naturally while the automation handles the structured business logic behind the conversation.

01Conversational ordering
02Confirmation gate
03Automatic totals
04Structured records
Bite House customer interface
Customer-facing ordering interface
Bite House menu
Interactive menu with categories and prices
Bite House order conversation with details redacted
Order conversation — customer details redacted
Bite House final confirmation
Final confirmation and generated order ID
Architecture

From customer message to structured order

Hover or tap a node to inspect its role
→ → → → → → → →
01
Customer

The customer starts the conversation through Messenger or Telegram and describes what they want in natural language.

01

Natural conversation

Customers can describe what they want in natural Arabic.

02

Menu-aware

The workflow works with defined menu items and prices.

03

Automatic totals

The final amount and delivery fee are calculated before confirmation.

04

Confirmation gate

The order is recorded only after explicit customer confirmation.

Behind the Build

Automation & Data

The actual workflow, menu structure and recorded order data behind the customer experience.

Bite House n8n workflow
End-to-end n8n workflow.
Bite House menu data
Structured menu data with categories, descriptions and prices.
Bite House order records with customer data redacted
Recorded confirmed orders — customer identifiers redacted.
Case Study / 02

Laptop Inventory

A practical inventory and sales management system built for a laptop seller. The dashboard handles stock changes, price updates, sales, customer records, sales history, and printable invoices.

Workflow

Web Dashboard→n8n Webhooks→Google Sheets

Structured actions move from the dashboard through n8n and into the inventory and sales data.

Core features

Inventory overview, product search and filtering, stock management, sales history, date filters, automatic totals, customer names, and invoice printing.

Laptop dashboard overview
1. Dashboard Overview — inventory value, stock status, latest products, and low-stock items.
Laptop products inventory page
2. Products — searchable inventory with stock, price, status, and product actions.
Laptop add stock modal
3. Add Stock — select a laptop and enter the quantity to add to the current inventory.
Laptop edit price modal
4. Edit Price — select a product and update its selling price.
Laptop sell product modal
5. Sell Product — choose the quantity, selling price, and customer; the sale total is calculated automatically.
Printable sales invoice
6. Invoice — a clean customer-facing sales invoice ready to print or save as PDF.
Laptop sales history
7. Sales — sales history with Sale ID, Product ID, product, quantity, total, customer, and date/time.
Behind the Build

n8n Workflow

Four connected workflows power the dashboard, inventory actions, sales recording, and sales history.

01
Products Page

GET workflow that reads the Products sheet, shapes the response, and sends inventory data back to the dashboard.

Laptop inventory n8n workflow
Full n8n workflow — Products Page, Products Sheet, Sales Sheet, and Sales Page.
About

Practical automation, not AI for show.

About Me

Ahmed Elkholy

I'm a self-taught AI automation developer focused on turning real business processes into practical automated systems. I work with n8n, AI models, APIs, webhooks, JavaScript, and structured data to build workflows that do more than generate text — they take action.

I enjoy understanding how a workflow should operate, then connecting the right tools together to make it reliable, useful, and easy to run.

n8nAI / LLMsAPI IntegrationWebhooksJavaScriptGoogle Sheets
Let's talk

Have a workflow worth automating?

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