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How to solve the problem of low accuracy and poor efficiency of AI intelligences in handling complex unstructured data?

2025-08-23 661
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Solutions to Enhance Data Processing for AI Intelligentsia

Faced with the challenges of unstructured data processing, Praxos.ai addresses them with the following actionable solutions:

  • Knowledge Graph TransformationThe first step is to automatically transform raw data such as PDFs and API data streams into typed knowledge graphs and establish a clear data relationship network. For example, the "insured" in an insurance policy is automatically associated with the corresponding policy number and amount.
  • Structured extraction process::
    1. Batch upload of multi-format files (insurance policies, customer data, etc.) via SDK/API
    2. Automatic parsing of text, images and table content
    3. Identify key fields and establish data association rules
  • Dynamic update mechanism: The system supports real-time retrieval and updating of data nodes to ensure that AI intelligences are always working based on the latest facts.

Implementation effect: An insurance case shows that the policy information that originally required hours of manual organization can be automatically generated into a structured database within 5 minutes after application, and the query accuracy rate reaches more than 98%.

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