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SupportFlow – Multi-Agent Customer Support System (AutoGen + Local AI, $65K Savings)

A production-style multi-agent orchestration system that automates customer support ticket triage, research, and response.
SupportFlow coordinates 3 specialized AI agents (Triage, Research, Response) using AutoGen and local Ollama LLMs, cutting response times from 5 hours to 5 minutes and saving $65K+ annually.


Why this exists

CloudTech Solutions faced an $85K productivity loss:

  • 150+ daily tickets
  • 2+ hours wasted on manual sorting
  • 4–6 hour response delays
  • Frustrated customers and lost revenue

SupportFlow replaces this with an AI-powered, always-on support team:

  • 98% faster ticket processing
  • 73 hours/day of manual effort eliminated
  • $65K+ annual savings with <2-week ROI
  • Runs completely local (no API costs, full privacy)

Key features

  • 3 specialized AI agents orchestrated with AutoGen:
    • Triage Agent – categorizes and prioritizes support tickets
    • Research Agent – finds solutions using knowledge bases & patterns
    • Response Agent – crafts professional, empathetic customer responses
  • Sequential workflows for simple tickets
  • Collaborative group chat for complex, multi-issue tickets
  • Local deployment via Ollama (llama3.2) → zero API costs, full privacy
  • Business impact analysis with measurable ROI and productivity gains

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