AnalysisOpinion / analysisApplications · Policy & Regulation1 source · Oct 18, 2026

Insurance Claims Are AI's Messiest Data Problem — Denys Linkov, Wisedocs

Denys Linkov of Wisedocs explains why that unstructured data is both the biggest barrier and the biggest opportunity for AI in insurance.

Proof1 independent outlet

Key points

  • Insurance claims are full of handwriting, faxes, duplicates and 8GB PDFs.
  • He covers cleaning the data, analysis within a single document, and cross-claim insights, along with the benchmark Wisedocs built with Artificial Analysis to test how models handle medical records.
  • 23:37 Benchmarking models on medical records
  • 28:19 Step 3: insights across claims

Sources (1)

Extractive summary: sentences quoted from the sources.

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