Client Challenge & Regional Context

In Uzbekistan and across Central Asia, B2B wholesale trade operates heavily through Telegram. A major regional distribution company was losing sales due to delayed responses: operators spent 15–25 minutes manually checking warehouse inventory in spreadsheets and confirming prices for wholesale buyers.

Technical Architecture & Implementation

• Asynchronous Bot Infrastructure: Built using Python (Aiogram 3) and FastAPI, with Redis for stateful session caching and rate-limiting during peak sales hours.
• Direct ERP & Database Gateway: Integrated with the client’s central PostgreSQL database to execute indexed queries for real-time stock availability, tiered wholesale pricing, and debtor limits.
• Automated Invoice & Order Generation: Integrated automatic generation of PDF invoices and fiscal order drafts with instant manager notification webhooks.
• AI-Powered Product Discovery: Integrated Gemini API to parse voice messages and natural language product inquiries from buyers into exact SKU matches.

Measurable Business ROI

• 80%+ Inquiries Automated: Routine stock checks and price requests handled instantaneously without human intervention.
• Latency Reduction: Order confirmation turnaround dropped from ~20 minutes to under 30 seconds.
• 24/7 Order Intake: Wholesale clients can submit orders outside standard office hours with zero lost revenue.