Plexara
Semantic Search and Enrichment
Before and After
What Cross-Enrichment Means Concretely
A single enriched response replaces multiple round trips. The agent receives complete business context without making additional tool calls.
Without Plexara
5+ sequential tool calls
With Plexara
1 enriched response
Four Directions
Bidirectional Across Every Service
Query results enriched with catalog metadata: column descriptions, owners, tags, glossary terms, lineage, quality scores, and deprecation warnings.
Catalog search results enriched with query engine availability: which datasets are queryable, their resolved table paths, and which Trino connections can reach them.
Storage objects enriched with catalog metadata: what the object contains, who owns it, its lineage within data pipelines, and any associated quality signals.
Catalog entities enriched with storage availability: which objects exist in S3, their sizes, last modified dates, and presigned URL access patterns.
Efficiency
Fewer Calls, Better Context
1
Tool call instead of 4+
20pp
Accuracy improvement with semantic context
0
Redundant metadata fetches per session
Enrichment consolidates what would be multiple round trips into single responses. Session-aware deduplication tracks what context has already been provided and avoids repeating it within the same conversation.
Tool visibility filtering hides tools the user is not authorized for, further reducing the number of tool descriptions in the agent context window. Fewer tools means fewer tokens consumed by tool metadata on every request.
The enrichment system uses provider interfaces that decouple enrichment logic from specific implementations. SemanticProvider abstracts the metadata catalog. QueryProvider abstracts the query engine. StorageProvider abstracts object storage.
This abstraction means the enrichment pipeline can evolve its backing services without changing how enrichment works. Replace DataHub with a different catalog, and the enrichment pipeline continues to operate through the same provider interface.