[360Labs.ai]
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Business Brain

On-premise manufacturing intelligence: spreadsheets to a knowledge graph and surprising insights.

Business Brain
// overview

An on-premise platform that stitches every spreadsheet into a single knowledge graph and surfaces only insights that matter. Smart ingestion handles CSV/XLSX upload and Google Sheets sync. Column fingerprinting auto-classifies every column. A graph engine extracts entities and relationships across tables and indexes them in Elasticsearch. A 7-layer pipeline enumerates 100 to 5000 candidate analyses per table and filters them to roughly 18 high-quality findings using a 5-dimension interestingness score. Delivered through chat, a discoveries dashboard, and Telegram alerts.

// specs

Specifications

IngestionCSV / XLSX upload + Google Sheets sync
GraphElasticsearch + Neo4j-style entity graph
Pipeline7-layer analysis, 100-5000 candidates → ~18 findings
DeployOn-premise Mac Mini
// features

Features

  • 01CSV / XLSX upload and Google Sheets sync with column fingerprinting
  • 02Entity + relationship extraction across tables, indexed in Elasticsearch
  • 037-layer analysis pipeline filtering 100-5000 candidates down to ~18 findings
  • 045-dimension interestingness score: surprise, magnitude, variance, stability, coverage
  • 05Three delivery tiers: deterministic scripts, human analyst queue, autonomous agent
  • 06NL-to-SQL chat, discoveries dashboard, and Telegram alert delivery
  • 07Fully on-premise deployment on Mac Mini
// architecture

Architecture

INSIGHT PIPELINE

Operational Data (sheets)
Knowledge Graph (Elasticsearch)
7-Layer Analysis Pipeline
Deterministic Scripts
Human Analyst Queue
Autonomous Agent
Telegram Alerts
Insights Dashboard (on-prem)

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// end of case studyBusiness Brain