GeoDashboard — Ketaatan Lingkungan Perusahaan

Another GeoDashboard implementation, this time for Kementerian Lingkungan Hidup (KLH), about company environmental compliance ("ketaatan lingkungan"). In development since November 2025, still ongoing.

Scope so far:

Company data integration

• Companies and their location points
• Compliance points per thematic aspect:
  • Air: cerobong, ambien, kebauan, kebisingan points
  • Water: penaatan, pemantauan, sparing points
  • Waste: no fixed points, tracked through its management process instead (reduction, handling, sorting, etc.)
  • B3 (hazardous & toxic materials management)
  • PLB3 (hazardous & toxic waste management)
  • Land: land degradation
  • Peatland (gambut)

Spatial analysis
Spatial analysis calculating each company's waste/emission load per thematic aspect (air, water, B3, PLB3, etc.), aggregated per regency/city (kabupaten/kota) and province

Automated compliance analysis
This used to require hiring a lot of people to check: students, local environmental agencies, up to the ministry itself.

Now it's largely automated, combining rule-based checks with AI: AI reads lab result documents and checks them against quality standards (baku mutu) automatically, and also reads other administrative documents.

AI Assistant

• RAG-based, with a frontend built as a widget that can be installed across many applications
• Knowledge comes from a couple of sources: (1) uploaded PDF documents, and (2) an integration that captures email interactions between companies and the app's admin team
• The system also runs a weekly evaluation of past conversations and suggests new questions/topics to add as knowledge