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

Insurance claims are full of handwriting, faxes, duplicates and 8GB PDFs. Denys Linkov of Wisedocs explains why that unstructured data is both the biggest barrier and the biggest opportunity for AI in insurance. 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. Chapters: - 00:00 Intro - 01:43 Insurance's technology transformation - 09:34 How a claim actually works - 15:50 Step 1: clean data - 20:28 Step 2: analysis within documents - 23:37 Benchmarking models on medical records - 28:19 Step 3: insights across claims - 34:30 The processing stack - 40:37 Regulation, cost and what's next Denys Linkov — X: https://x.com/denyslinkov | https://wisedocs.ai Join us in SF for the second annual AIE CODE summit: https://aie.codes our last flagship summit of 2026. Applications live now!