Overview1 · Sourcing & Ingestion2 · Parsing & JSON3 · HITL Curation4 · Hybrid Retrieval5 · MCP & Agents6 · Delivery
Stage 2 · Refine
Data Refinery & Processing Engine
Every document is decomposed by visual layout, enriched with entities and metadata, chunked for retrieval and emitted as a schema-validated JSON contract.
Raw document · DOC-10K-8841 p.41
Extracted layout
heading
text
kv
table
text
Detected elements
- Item 7. Management's Discussion & Analysis
- Text block · Results of operations narrative
- Key-value · Total revenue = $8.42B (FY2025)
- Table · Consolidated statement of income (18×4)
- Text block · Liquidity & capital resources
98.7%
text F196.2%
table cell acc.1.8s
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