Enrichment

Engram uses AI to enrich your documents with summaries, tags, and more.

Available Enrichments

Type	Description
`summarize`	Generate summaries for documents
`tag`	Add semantic tags to documents
`label-clusters`	Label document clusters
`knowledge-map`	Build knowledge graph
`all`	Run all enrichments

Running Enrichments

Streaming (Real-time)

# Summarize all documents
engram enrich summarize

# Add tags
engram enrich tag

# Run everything
engram enrich all

Batch API (50% Cheaper)

Use OpenAI's Batch API for cost savings:

# Preview what will be enriched
engram enrich batch all --dry-run

# Submit batch job
engram enrich batch all

# Check status
engram enrich batch status <batch_id>

Dry Run

Preview enrichments without making changes:

engram enrich all --dry-run

Available Enrichments​

Running Enrichments​

Streaming (Real-time)​

Batch API (50% Cheaper)​

Dry Run​

See Also​

Available Enrichments

Running Enrichments

Streaming (Real-time)

Batch API (50% Cheaper)

Dry Run

See Also