AI Chatbot & Multi-Platform Automation
User messages or files enter through Telegram / chat webhooks, get normalized, hit lookup or RAG tools (catalog DB, Excel/OneDrive, MRO sources, PDF extract), then return structured tables, product photos, or summaries with optional human follow-up.
- CONSTRAINT
- Teams need assistants that answer from live business data — product catalogs, Excel imports, MRO price sources, and long tender PDFs — without manual copy-paste across Telegram and internal chat.
- ENGINEERED RESPONSE
- Built production assistant bots for product lookup, Excel catalog import, industrial parts search, and large-document Q&A. Flows combine messaging channels, LLM routing, structured replies, media delivery, and source-linked answers.
- BUSINESS EFFECT
- Cut repetitive lookup work and turned inventory, pricing, and tender documents into chat-native answers with photos and audit-friendly tables.


