ToolsThe story, in brief

LandingAI Releases Agentic Document Extraction Gen2 with DPT-3 Pro and DPT-3 Verity

LandingAI rebuilt its document extraction stack around agentic primitives. Gen1 code breaks on Gen2 endpoints.

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The KeyNews take

Why it matters

LandingAI's Gen2 migration signals a shift in how document AI vendors architect their stacks — moving from chunk-based extraction to document-tree reasoning and per-word grounding. Practitioners using Gen1 face a breaking API change; the new billing model (output characters vs. flat pages) changes unit economics.

The key facts

12 to know
  1. Agentic Document Extraction Gen2 released

  2. DPT-3 model family: DPT-3 Pro (line-level grounding), DPT-3 Verity (word-level grounding with confidence scores)

  3. Architecture shift: chunks retired in favor of document/page/block tree structure

  4. Billing model changed from flat pages to output characters

  5. Gen1 code incompatible with Gen2 endpoints (breaking API change)

  6. Published: September 9, 2026

  7. LandingAI ships Agentic Document Extraction Gen2

  8. Built on DPT-3 model family (Pro, Verity variants)

  9. Architectural shift: chunks → document/page/block tree

  10. DPT-3 Pro grounds to line-level; DPT-3 Verity grounds to word with confidence scores

  11. Billing model change: output characters instead of flat pages

  12. Breaking change: Gen1 code will not run on Gen2 endpoints

Go to the source

MarkTechPostmarktechpost.com

Publisher excerpt: LandingAI has shipped Agentic Document Extraction Gen2, a rebuild of its document stack on the DPT-3 model family. Chunks are retired in favor of a document, page and block tree. DPT-3 Pro grounds to the line, DPT-3 Verity grounds to the word with a confidence score, and Parse billing now counts…
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