PYRANA's KAG retrieval pipeline uses three strategies — template Cypher, edge-filter Cypher, and Text2Cypher free search — fused via Q-value weighted Reciprocal Rank Fusion.

Knowledge-augmented generation in PYRANA blends structured graph queries with semantic vector search. The three-strategy pipeline ensures high recall while the RRF fusion step improves precision.