Unique Engineering Highlights

Unified trade workspace

Structured SQL/code analysis and unstructured RAG are presented through one SSO-enabled frontend while retaining specialized backend engines.

Hybrid dense/sparse retrieval

Qdrant recovers semantic matches, Meilisearch recovers exact trade terms and codes, RRF merges rankings, and optional reranking improves final context ordering.

Document understanding depth

The ingestion stack goes beyond plain text: layout-aware extraction, hierarchy, tables, OCR, specialized chunkers, clustered summaries, and suggested questions support policy documents.

Use-case scoping

Dedicated project IDs and prompts let one retrieval engine serve FTA QA, HS classification, confidential dossiers, and tariff concordance without mixing corpora.

Retrieval observability

Debug events expose query rewrites, stage timings, candidate sets, citations, and pipeline traces, turning RAG behavior into something inspectable rather than opaque.