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AI Solutions · SaaS & Developer Infrastructure

OmniStream Autonomous Support Hub

Human-in-the-loop multi-agent triage system that classifies, routes, and drafts responses for complex technical incidents with verifiable source citations.

ClientOmniStream Systems
Engagement Duration12 weeks
Governance & SecurityZero-Trust RLS / AAL2 MFA

Engineering & Architecture Challenge

Technical support volume had grown 400% year-over-year. Generic AI chatbots produced hallucinations and lacked verifiable code context, leading to customer frustration.

Engineered Solution & Delivery

Designed for a high-growth developer platform, OmniStream couples domain-specific AI models with rigorous human review gates. Customer tickets are categorized with confidence scores, relevant codebase documents are embedded dynamically, and staff can review or adjust suggested resolutions with one click.

Technology Stack

Next.jsPython FastMCPVector EmbeddingsSupabaseTypeScript

Key Deliverables

  • •Context-aware incident classifier
  • •Human review escalation interface
  • •Streaming response generator with source links
  • •Drift and hallucination monitoring

Verified Outcomes

  • 92% automated triage accuracy on unstructured technical issues
  • Average incident response time reduced from 4 hours to 18 minutes
  • Full citation traceability for every AI-generated suggestion
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