AI Order Confirmation Autocall System

We design and deploy artificial intelligence systems: from prototype to production-ready solutions. Our team combines expertise in machine learning, data engineering and MLOps to make AI work not in the lab, but in real business.
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AI Order Confirmation Autocall System
Medium
~1-2 weeks
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Development of AI Order Confirmation Autocall System

Order confirmation auto-calling reduces unclaimed orders from 15–25% to 5–8%, automating operations without losing quality. One of the first mass use cases for voice bots in Russian e-commerce.

Business Logic

Triggers calls at specific intervals:

  • 30 min after order placement (if unpaid)
  • 2 hours after (if still unpaid)
  • Immediately on address change

Outcomes

  • Confirmed: update status, start logistics
  • Cancelled: mark as cancelled per customer request
  • Address changed: update and reconfirm
  • No answer: schedule retry
  • Transferred: complex cases to operator

Retry Strategy

- 1st retry: 30 min
- 2nd retry: 2 hours
- 3rd retry: 6 hours
- After 3 failed: SMS + manual team notification

ROI Calculation

  • Manual call: 50–80 RUB (operator cost)
  • Bot call: 5–15 RUB
  • 10k orders/month × 30% need confirmation × 45 RUB savings = 135k RUB/month savings

Timeline: MVP confirmation bot — 2–3 weeks. With retry logic and CRM — 4–6 weeks.