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One Brain to Query: Wiring a 60-Person Company into a Single Slack Bot

19 hours ago
  • #AI Agent
  • #Data Infrastructure
  • #Internal Knowledge
  • Voltaire is an internal AI agent at Parallel Learning that provides sourced answers from multiple data sources via Slack.
  • The agent uses an orchestrator to plan queries across specialized agents for BigQuery, documents, support tickets, and other systems.
  • Key data sources include BigQuery for structured data, a curated knowledge graph for documents, Zendesk for support tickets, and meeting transcripts.
  • Transparency is built-in with sources, SQL visibility, and access controls to maintain trust and user adoption.
  • Voltaire enables self-service operational intelligence, reducing reliance on human intermediaries and speeding up workflows.
  • The system was built in 2.5 weeks, but relies on 2 years of data infrastructure including ETL pipelines and documented schemas.
  • Use cases include analyzing sales objections, automating SOP writing, incident forensics, and enriching contact lists.
  • Starting with natural language to SQL for a data warehouse is recommended as a high-ROI, debuggable first step.