--- schema: 1 type: video title: 'Insurance Claims Are AI''s Messiest Data Problem — Denys Linkov, Wisedocs' description: >- 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! canonical: >- https://liquidgold.cc/channel/aidotengineer/explore/video/insurance-claims-are-ai-s-messiest-data-problem-den-9c5af1388a60 markdown: >- https://liquidgold.cc/channel/aidotengineer/video/insurance-claims-are-ai-s-messiest-data-problem-den-9c5af1388a60.md llms: null parent: 'https://liquidgold.cc/channel/aidotengineer.md' channel: aidotengineer updated: '2026-10-23T22:23:09.907Z' language: null children: [] videoId: W4pnzOURwHQ durationSeconds: 2671 publishedAt: '2026-10-18T09:00:25.000Z' searchChunks: - ordinal: 0 text: null startSeconds: 124 endSeconds: 237 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=124' heldReason: rights - ordinal: 1 text: null startSeconds: 124 endSeconds: 237 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=124' heldReason: rights - ordinal: 2 text: null startSeconds: 248 endSeconds: 381 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=248' heldReason: rights - ordinal: 3 text: null startSeconds: 248 endSeconds: 381 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=248' heldReason: rights - ordinal: 4 text: null startSeconds: 248 endSeconds: 381 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=248' heldReason: rights - ordinal: 5 text: null startSeconds: 392 endSeconds: 489 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=392' heldReason: rights - ordinal: 6 text: null startSeconds: 499 endSeconds: 574 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=499' heldReason: rights - ordinal: 7 text: null startSeconds: 587 endSeconds: 689 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=587' heldReason: rights - ordinal: 8 text: null startSeconds: 587 endSeconds: 689 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=587' heldReason: rights - ordinal: 9 text: null startSeconds: 804 endSeconds: 950 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=804' heldReason: rights - ordinal: 10 text: null startSeconds: 804 endSeconds: 950 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=804' heldReason: rights - ordinal: 11 text: null startSeconds: 960 endSeconds: 1228 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=960' heldReason: rights - ordinal: 12 text: null startSeconds: 960 endSeconds: 1228 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=960' heldReason: rights - ordinal: 13 text: null startSeconds: 1240 endSeconds: 1420 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1240' heldReason: rights - ordinal: 14 text: null startSeconds: 1240 endSeconds: 1420 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1240' heldReason: rights - ordinal: 15 text: null startSeconds: 1431 endSeconds: 1705 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1431' heldReason: rights - ordinal: 16 text: null startSeconds: 1431 endSeconds: 1705 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1431' heldReason: rights - ordinal: 17 text: null startSeconds: 1716 endSeconds: 1800 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1716' heldReason: rights - ordinal: 18 text: null startSeconds: 1811 endSeconds: 1941 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1811' heldReason: rights - ordinal: 19 text: null startSeconds: 1811 endSeconds: 1941 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1811' heldReason: rights - ordinal: 20 text: null startSeconds: 1952 endSeconds: 2073 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=1952' heldReason: rights - ordinal: 21 text: null startSeconds: 2084 endSeconds: 2181 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=2084' heldReason: rights - ordinal: 22 text: null startSeconds: 2084 endSeconds: 2181 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=2084' heldReason: rights - ordinal: 23 text: null startSeconds: 2289 endSeconds: 2389 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=2289' heldReason: rights - ordinal: 24 text: null startSeconds: 2389 endSeconds: 2401 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=2389' heldReason: rights - ordinal: 25 text: null startSeconds: 2454 endSeconds: 2671 watch: 'https://liquidgold.cc/watch/W4pnzOURwHQ?t=2454' heldReason: rights --- # 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! Canonical: https://liquidgold.cc/channel/aidotengineer/explore/video/insurance-claims-are-ai-s-messiest-data-problem-den-9c5af1388a60 · Channel: [AI Engineer](https://liquidgold.cc/channel/aidotengineer.md) > Search chunk text is held until public-source provenance is verified. ## Document chunks --- #### Chunk 0: Document excerpt (0:12 to 1:52) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 1: Document excerpt (1:52 to 3:57) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 2: Document excerpt (3:57 to 6:21) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 3: Document excerpt (6:21 to 8:09) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 4: Document excerpt (8:09 to 9:34) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 5: Document excerpt (9:34 to 11:29) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 6: Document excerpt (11:29 to 13:13) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 7: Document excerpt (13:13 to 15:50) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 8: Document excerpt (15:50 to 20:28) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 9: Document excerpt (20:28 to 23:40) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 10: Document excerpt (23:40 to 28:25) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 11: Document excerpt (28:25 to 30:00) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 12: Document excerpt (30:00 to 32:21) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 13: Document excerpt (32:21 to 34:33) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 14: Document excerpt (34:33 to 36:21) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 15: Document excerpt (36:21 to 37:58) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 16: Document excerpt (37:58 to 39:49) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 17: Document excerpt (39:49 to 40:44) > Held: transcript rights do not permit this chunk's text. --- #### Chunk 18: Document excerpt (40:44 to 44:31) > Held: transcript rights do not permit this chunk's text.