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GenAI Customer Service Orchestrator

Role: Lead AI Architect | Company: NextGen Fintech

1Executive Summary

"Built a production-grade RAG pipeline to replace a legacy rigid chatbot, handling 50k+ monthly queries."

Development Roadmap

01

Week 1-2: Deep dive audit & stakeholder interviews.

Identified bottlenecks in legacy RAG pipeline using Datadog traces.

02

Week 3-4: Prototyping and internal safety testing.

Built modular orchestrator with fail-safe routing and tested against production-like workloads.

03

Week 6: Full deployment and monitoring.

Rolled out to production with real-time observability and rollback capabilities.

7Tech Stack

Pinecone

Vector database for semantic search and RAG embeddings

LangChain

Framework for building LLM-powered applications and chains

Datadog

Observability and monitoring for production system health

"This was the most effective technical migration I've seen in three years. The latency improvements directly correlated with a 12% drop in support tickets."

Sarah Jenkins

VP of Engineering, NextGen Fintech