CloudFlow Dynamics Toronto, Ontario B2B Enterprise SaaS

Automating 12,000+ Monthly Inquiries for a Canadian SaaS Platform

Engineered a dual-agent RAG system integrated with HubSpot and Jira that handles Tier-1 technical support and autonomously books high-intent discovery calls for sales.

74%
Autonomous Tier-1 Resolution
3.4x
Faster Lead Qualification
<1.2s
Median Response Time
$115k
Annual Operational Cost Saved
01. The Problem

The Operational Challenge

CloudFlow was experiencing rapid customer adoption across North America, but their Tier-1 support team was overwhelmed with 12,000+ monthly repetitive tickets regarding API configuration, billing inquiries, and product troubleshooting. Sales reps spent 30% of their time filtering unqualified leads.

02. Engineering Architecture

The Solution & Technical Deployment

Techieon designed and deployed a multi-agent orchestration architecture using LangGraph and Pinecone vector search. One agent functions as a verified technical triage engine with deterministic guardrails, while the secondary agent engages website visitors, qualifies budget/need, and books discovery calls into calendar slots.

Key Technical Innovations Implemented:

  • Hybrid semantic vector search (Dense + BM25) indexing 450+ API docs and historical resolved Zendesk tickets
  • Real-time bi-directional integration with Jira for autonomous bug ticket creation with user logs
  • Automated PII redaction and enterprise compliance filters conforming to Canadian PIPEDA standards
03. Measurable Impact

Verified Business Outcomes

  • 74% of all inbound support inquiries resolved autonomously without human intervention
  • Average ticket first-response time dropped from 4 hours to 1.2 seconds
  • Sales discovery calls increased by 3.4x with a 28% higher demo-to-close conversion rate
  • Saved over $115,000 in annualized support overhead while improving CSAT from 3.8 to 4.8 out of 5
"Techieon didn't just give us another generic chatbot. They built an engineered AI workforce that understands our deep API documentation better than our junior engineers. The ROI was immediate."
Marcus Vance
VP of Engineering & Customer Success, CloudFlow Dynamics
Rapid Discovery Sprint

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