Our goal was to build a practical prototype for a real legal operations problem. The result is an explainable conflict-checking app that demonstrates how automation and structured review workflows can improve legal client intake. It is not a replacement for attorney judgment, but rather a helping hand

(use electron to run the app)

If we continued this project, the next steps would be:

  • adding a real backend and database
  • supporting authentication and role-based access
  • importing data from CRM, matter management, and document systems
  • generating exportable reports
  • adding graph visualization for entity relationships
  • improving matching with embeddings or NLP-based similarity models
  • packaging the app as a desktop executable for local law-firm use

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