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AI / ML
AI Knowledge Assistant
A private AI assistant for searching internal documents, answering team questions, and reducing repeated support requests.
Professional Services Firm
March 2026
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Project Overview
We built a secure AI knowledge assistant that helps teams find accurate internal answers faster while preserving source traceability.
The Challenge
Important information was spread across documents, chat history, and internal notes. Team members spent too much time searching for answers.
Our Solution
We implemented document ingestion, semantic search, retrieval-augmented generation, and a review workflow for improving answer quality over time.
The Results
The assistant reduced repeated internal questions and helped new team members become productive faster.
Tech Stack
OpenAIVector SearchNode.jsVuePostgreSQL
"The assistant gave our team a single trusted place to ask questions and find project knowledge."
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Managing Partner
Services Firm