THE CHALLENGE
Support bottleneck on repetitive queries.
Customer support teams in E-commerce and SaaS are frequently overwhelmed by repetitive questions like order tracking or refund policies, which delays human intervention for complex, sensitive issues.
AUDIT // IDENTIFIED_BOTTLENECK
THE STRATEGY
Intelligent triage and seamless handoff.
Deployed an autonomous support automation workflow. The AI analyzes incoming customer messages for intent, retrieves verified answers from the internal knowledge base, and resolves simple tickets instantly.
SOLUTION // INTEGRATED_DELIVERY
EXECUTION DEEP-DIVE
How the system was crafted.
01 UI/UX Architecture
- Utilized advanced LLMs to accurately classify query types (e.g., Order tracking, Return/refund, Account issue) from natural language inputs.
02 Engineering & Code
- Built an n8n pipeline that triggers specific actions—like fetching database statuses—and generates contextual, helpful responses to resolve the ticket autonomously.
03 Automation & Pipeline
- Engineered a flawless fallback mechanism. Complex issues are automatically routed to a human agent's queue with the full conversation context pre-attached, preventing redundant back-and-forth.
OUTCOME & IMPACT
“Drastically reduced repetitive support workload and accelerated first-response times, creating a perfectly structured, friction-free handoff between AI and human agents.”
n8nKnowledge BaseHelpdesk APILLMs
NEXT CASE STUDY
ERLINA
Full Digital Build — The Space Theory
START THE CONVERSATION
Have an idea worth building?
Tell us what you're trying to build, automate, or improve. We'll help you clarify the architecture, shape the roadmap, and execute with precision.
Accepting Q3/Q4 Projects•Average response within 24 hours