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VBIG: VLMs for BI Dashboard Insight Generation


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VBIG is a prototype system that explores how small Vision-Language Models (≤3B parameters) can augment business intelligence workflows by generating concise, human-readable insights from BI dashboards.

The system combines:

  • Vision-based insight generation (VLMs)
  • Agentic orchestration (via n8n)
  • Fact-check verification (through SQL access to BI backend tables)
  • Supabase vector storage (dashboards + historical insights)
  • Low-data-literacy support
  • Daily dashboard simulation

VBIG serves as the applied component of a broader goal:
Embedding lightweight AI assistants into enterprise BI systems to improve clarity, speed, and decision support.


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Small VLMs for insight generation

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