Case Study

Instagram DM → AI Response System

Client: E‑commerce brand with high DM volume

Challenge

Manual handling of thousands of product-pricing and availability DMs.

Solution

  • Instagram DM → ManyChat → n8n webhook
  • n8n checks keywords and a vector database of FAQs
  • Known queries: fetch pricing from Google Sheets or WatchAPI
  • Unknown queries: forward to Telegram for human review
  • Automated, human-like reply sent back on Instagram

Result

  • Automated 90% of daily DM responses
  • Reduced manual support to <10%
  • Real‑time updates on pricing and new SKUs

Stack

n8n, ManyChat, Telegram API, Google Sheets API, WatchAPI

Objectives

  • Define clear KPIs and success metrics
  • Automate the highest‑leverage workflows first
  • Ensure data integrity across integrated systems

Outcomes

  • Operational time savings and higher conversion
  • Real‑time visibility for teams and stakeholders
  • Scalable architecture for future growth
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