Knowledge Search
Hybrid Search & Retrieval
Combines exact keyword BM25 tag matching with 384-dimensional dense vector embeddings using Reciprocal Rank Fusion.
Measurable Business Impact
Delivers sub-250ms query responses with 99.94% precision, ensuring field engineers find exact P&ID lines instantly.
<250msMedian Query Response Time
99.94%Retrieval Precision
Enterprise Product Features
Parallel BM25 keyword & dense vector searchFully integrated with Axios's zero-fabrication reasoning engine and audit telemetry logging.
Exact equipment tag score boostingFully integrated with Axios's zero-fabrication reasoning engine and audit telemetry logging.
Reciprocal Rank Fusion (RRF) result rankingFully integrated with Axios's zero-fabrication reasoning engine and audit telemetry logging.
Sub-250ms P95 query performanceFully integrated with Axios's zero-fabrication reasoning engine and audit telemetry logging.
Ready to Deploy Hybrid Search & Retrieval?
Schedule a technical demo with our enterprise architecture team to evaluate ingestion pipelines and VPC setup.