Egypt Gold Bot: AI Chatbot Integration Service in Action

Explore how my AI chatbot integration service transformed raw financial data into an intelligent Telegram advisor, providing daily reports and 24/7 market insights.

Industry:FinTech
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Egypt Gold Bot: AI Chatbot Integration Service in Action - Hero Image
Egypt Gold Bot: AI Chatbot Integration Service in Action - Gallery Image 2
Egypt Gold Bot: AI Chatbot Integration Service in Action - Gallery Image 3

Problem

For residents in Egypt, tracking the local price of gold in EGP is a high-stakes, high-stress activity. The market is volatile, and reliable data is scattered across various Arabic-language websites.

Making an informed decision about when to buy, sell, or hold requires constant manual checking and an attempt to "feel" the market trend. This manual process is time-consuming, prone to error, and lacks a data-backed foundation, leading to missed opportunities or costly mistakes.

The client needed a way to automate this entire process and receive proactive, intelligent advice. This is a classic scenario where a custom chatbot integration can provide immense value by turning data chaos into clarity.

Solution

I developed Egypt Gold Bot, a comprehensive, two-part solution that goes far beyond a simple chatbot. It’s a complete data-to-decision pipeline that I built from the ground up.

Part 1: Building a Robust Gold Price Data Engine

Before an AI can give advice, it needs reliable data. I built a custom data pipeline from the ground up:

  • Automated Scraper: I developed a Python-based scraper to fetch prices from the target Arabic website. I hardened it with proxy rotation, random user-agents, and robust retry logic to ensure 24/7 operation.

  • Intelligent Data Consolidation: The system doesn't just store raw data. I designed it to automatically process and consolidate data at different intervals:

    • Real-time: It captures live prices for all carats, weights (troy ounce, gold pound), and the international USD price every 15 minutes.

    • Hourly: It automatically calculates the min, max, and average prices for each hour, providing a view of intra-day volatility.

    • Daily: It rolls up the hourly data to create a powerful daily summary, calculating opening_price_sell, closing_price_sell, and a trend_indicator (increased, decreased, stable).

  • Dedicated API: I built a FastAPI to expose this rich, consolidated data via secure endpoints, allowing me to retrieve historical trends with simple filters.

API response log showing scraped gold price data for the custom chatbot integration

Part 2: An AI Chatbot Integration Service for Smart Advice

With a reliable data source, I implemented the ai chatbot integration service using n8n to connect my new API, OpenAI, and Telegram. This wasn't a simple chatgpt assistant integration; it was a dual-mode system I built for proactive insights.

  1. Mode 1: The Proactive Daily Advisor As seen in the n8n workflow, a daily schedule trigger kicks off a process. It calls my API to fetch the current 21-carat price and the full 365-day daily history. This rich data is fed to a specialized "Gold Advisor" AI prompt, which analyzes the long-term trend, the recent momentum, and the current price to generate a clear "Buy, Sell, or Hold" recommendation and sends it to the user's Telegram.

    AI Gold Advisor's daily report on Telegram, a result of a custom AI integration
  2. Mode 2: The On-Demand Q&A Assistant This is the ai virtual assistant setup. When the user sends a message, the Telegram trigger activates. The exact same data-fetching process occurs, feeding the 365-day history to a general-purpose "Assistant" prompt. This allows the user to ask specific questions (e.g., "What was the trend last month?") and receive an data-backed, conversational answer. This provides a 24/7 ai customer support chatbot experience for their personal finances.

    User asking the Telegram bot a question about gold trends, demonstrating the custom chatbot integration

Impact

The EGP Gold Bot project transformed a stressful, manual task into a fully automated, intelligent advisory service. The user no longer needs to check websites; they receive a proactive daily briefing with a clear recommendation. This solution is a powerful example of how my integration skills can turn a stream of raw data into actionable, automated intelligence.

This project combined robust data scraping and API development with a flexible Custom AI Assistant Integration, creating a service that empowers the user to make confident, data-driven financial decisions.

Key Results

Data Points Collected
96+ real-time records per day
Historical Depth
365 days of consolidated data for AI analysis
Response Time
Less than 5 seconds for user queries
Manual Work Saved
100% of manual price checking and trend analysis

Deliverables

Automated Gold Price Data Pipeline (Scraper + Database)
Consolidated Price Analytics API (Real-time, Hourly, Daily)
n8n Workflow for AI Integration
Dual-Function Telegram Bot (Daily Reports + Q&A)

Tech Stack

Python
Telegram
ChatGPT Integration Service
SQLAlchemy
n8n
PostgreSQL
BeautifulSoup
OpenAI
FastAPI
Docker

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