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Listings Aggregator from Telegram Chats
Bot reads Telegram groups, extracts listings, and turns them into a structured catalog with search and filters
2026 · ~1 week
Client: Internal project — local market intelligence (Phuket), potentially scalable as a product
Problem
Scattered Telegram chats and groups with listings
Manual monitoring leads to lost relevant offers and leads
No structure: one post = chaotic data
No way to systematically find goods, services, people, or logistics
What Was Built
Automated data collection from open chats via HumanBot (user-mode bot)
Real-time reading of new and historical messages
Data cleaning, deduplication, and classification
Listings converted from raw text into a structured catalog (marketplace-style)
Post decomposition: one message split into multiple entities by category
Admin interface with category browsing, search, and filtering
Notifications for new relevant listings
Results
Unified listings database for the Phuket market
Reduced loss of relevant information
Quick access to deals, contractors, staff, and goods
Foundation for lead generation and CRM integration
System prepared for commercialization