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Ken Deng
Ken Deng

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From Chaotic Notes to Clear Timelines: AI for Visual Case Management

For the solo investigator, synthesizing handwritten notes, public records, and surveillance logs into a coherent narrative is a massive time sink. The real investigative work gets buried under manual organization.

The Core Principle: Structured Data In, Visual Insight Out

The key to AI-driven case visualization is transforming unstructured information—your notes—into structured data that software can understand and map. AI acts as your tireless research assistant, categorizing entities (people, places, events) and their relationships from your raw text.

Implementing an AI-Assisted Evidence Board

Your first powerful tool is an AI-assisted digital evidence board, like a tool built on Kumu.io, which excels at mapping complex relationships. The AI doesn't replace your judgment; it accelerates the initial setup by reading your case notes and proposing potential connections.

Mini-Scenario: After feeding an AI model your interview transcripts and call logs, it suggests a "Possible Communication Link" between two subjects you hadn't yet connected. You review the extracted evidence and validate the link with a click.

Your Three-Step Implementation Plan

  1. Feed the AI Your Chaos: Consolidate all case notes—from handwritten observations to digital reports—into a single text document. This is your raw material.
  2. Extract Entities and Events: Use an AI language model to scan the document. Instruct it to identify and list every person, organization, location, date, and key event, creating a structured data table.
  3. Visualize and Refine: Import this structured data into your visualization platform (e.g., Kumu). The platform will generate initial maps and charts. Your crucial role is to manually refine these, drawing on your expertise to confirm, deny, or adjust the AI-suggested connections.

Key Takeaways

AI automation in visualization turns you from a data clerk into an analysis conductor. By letting AI handle the initial structuring of entities and timelines from your notes, you free up critical hours for deep analytical thinking and validation. The output is a dynamic, clear visual case file that reveals patterns and tells a compelling story.

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