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Extract Content Sections Node

AI/Processing

Extract Content Sections

Intelligently segments document into thematic sections with summaries, tracking content across non-contiguous pages. Ideal for large document corpora.

ai_processing_extract_content_sectionsprocessingLong running
Inputs5
Outputs2
Security exposure5/10
Packageprocessing

Ratings

Scores range from 0 to 10. Higher values mean more impact, exposure, or operational weight.

SecurityAttack surface and exposure impact.
5/10Medium
PrivacyPotential sensitivity of processed data.
5/10Medium
PerformanceRuntime or resource pressure.
5/10Medium
GovernancePolicy, audit, or compliance impact.
5/10Medium
ReliabilityOperational stability considerations.
3/10High
CostExternal or compute cost impact.
7/10Low

Input Pins

5

Input

Execution
exec_in

Execution trigger to start section extraction.

Pages

Struct Array
pages

Document pages to segment into sections.

DocumentPageDocumentPage3 fields
page_numberinteger:uint32required
format uint32min 0
contentstringrequired
imagesArray<NodeImage>required
itemsNodeImagearray item
image_refstringrequired
Schema enforced

Model

Struct
model

AI model for semantic analysis.

BitBit19 fields
idstring
default ""
typeBitTypes
enum "Llm", "Vlm", "Tts", "Stt"...default "Other"
metaMap<string, Metadata>
default {}
*Metadatamap value
namestringrequired
descriptionstringrequired
long_descriptionstring | null
release_notesstring | null
tagsArray<string>required
itemsstringarray item
+11 more fields
authorsArray<string>
default []
itemsstringarray item
repositorystring | null
default null
download_linkstring | null
default null
file_namestring | null
default null
hashstring
default ""
sizeinteger | null
format uint64default nullmin 0
hubstring
default ""
parametersvalue
default null
versionstring | null
default null
licensestring | null
default null
dependenciesArray<string>
default []
itemsstringarray item
dependency_tree_hashstring
default ""
createdstring
default ""
updatedstring
default ""
model_slugstring | null
default null
+1 more fields
Schema enforced

Max Context Tokens

Integer
max_context_tokens

Maximum tokens per analysis chunk.

Default 8000

Parallel Requests

Integer
parallel_requests

Number of chunks to process in parallel. Set to 0 or chunks count to process all at once.

Default 4

Output Pins

2

Output

Execution
exec_out

Execution output after extraction completes.

Sections

Struct Array
sections

Array of thematic content sections with cross-page tracking.

ContentSectionContentSection4 fields
titlestringrequired
summarystringrequired
keywordsArray<string>required
itemsstringarray item
page_referencesArray<integer:uint32>required
itemsinteger:uint32array item
format uint32min 0
Schema enforced

Node Info

Internal name
ai_processing_extract_content_sections
Category
AI/Processing
Version
2