A proof-of-concept for reducing ad-hoc analyst load by classifying and routing business questions to the right answer source automatically.
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In DevelopmentTool2026
Analytics Concierge System
An AI assistant that answers business questions by routing them to the right data, model, or analyst.
The Problem
Analytics teams spend a disproportionate share of their time fielding ad-hoc requests — questions that are simple in concept but require analyst effort to answer. Most of these questions are variations of questions that have been answered before. The bottleneck is routing and retrieval, not analysis.
The Solution
A classification and routing layer that sits in front of the analytics stack. Incoming questions are classified by type and intent, then routed to the appropriate pre-built analysis, live data query, or escalation path. The system returns a structured answer with supporting context — reducing resolution time from hours to seconds for the majority of common requests.
Tech Stack
PythonLLM OrchestrationRetrieval-Augmented GenerationAPI Design