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AI Support Assistant & RAG Pipeline

Production RAG pipeline and AI assistant trained securely on a company's private documentation, deployed as a support-deflection tool for its customer success team.

AI Support Assistant & RAG Pipeline

Direct Business Impact

"Cut average ticket resolution time by 45% within the first 6 weeks and reduced escalations to senior support staff by a third, with no drop in customer satisfaction scores."

01 · Baseline Bottlenecks & Legacy Constraints

A B2B software company's support team was drowning in repetitive tickets that were already answered somewhere in their 400-page internal documentation, but agents couldn't search it fast enough to keep up with ticket volume.

Key Deliverables & Milestones

3 Highlights
Custom RAG pipeline over a private knowledge base
AI assistant secured to company data, zero data leakage
Evaluation framework tracking accuracy & hallucination rate

Technology & Infrastructure Stack

PythonFastAPIOpenAI APIPineconePostgreSQL
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