Vizion AI
← All case studies
AI Customer Service

AI-Native Support Layer Replacing Tier-1 for DTC E-Commerce

Direct-to-consumer brand — 45,000 orders/month, 3-person support team

76%

Tickets resolved without human intervention

$1.12

Cost per ticket (from $4.20 baseline)

4.6 / 5.0

CSAT score maintained post-deployment

11 weeks

Payback period on full implementation cost

The Challenge

At $4.20 cost-per-ticket and 73% of inbound volume consisting of order status, return initiation, and policy clarification requests, the brand's support function was consuming 11% of gross margin. Seasonal spikes required temporary staffing that degraded response times and CSAT. The economics were structurally incompatible with scaling beyond $8M annual revenue without a disproportionate investment in headcount.

The Intervention

Vizion AI deployed a tiered support agent with real-time order system access, automated return and exchange initiation, dynamic FAQ resolution, and confidence-based escalation routing. The agent maintains conversation context across sessions, handles multi-item order complexity, and integrates directly with the brand's 3PL for live shipment status. Human agents receive pre-summarized escalation packets, reducing handle time on complex cases by 61%.

Technologies Used

Conversational AgentOrder Management Integration3PL APIGoogle ADKReal-Time SSE

Every engagement is scoped to your specific situation. If you recognize your business in this scenario, a 30-minute strategy session will tell you exactly what's possible.

Get a scoped estimate →