Hybrid Prior-Art Search Engine
Combines dense vector embeddings with sparse BM25 indexing across global patent databases to retrieve nuanced claims without lexical blind spots.
Integrated research workflows querying patents, clinical trials, and corporate SEC filings seamlessly.

Navigating unstructured prior art, clinical trial registries, and corporate disclosures demands specialized retrieval topologies with deterministic citations.
Combines dense vector embeddings with sparse BM25 indexing across global patent databases to retrieve nuanced claims without lexical blind spots.
Every assertion generated by downstream reasoning models links strictly to exact paragraph identifiers and statutory patent claims, preventing hallucinations.
Automated ingest of 10-K, 10-Q, and 8-K filings captures corporate disclosures, risk factors, and technology licensing contracts across audited fiscal quarters.
Integrated connectors normalize PubMed abstracts, FDA trial registries, and chemical compound notations into standardized knowledge graphs.
Deconstructs massive multi-hundred-page patent specifications into semantic trees, routing sub-queries across specialized reasoning models.
Isolated Python runtimes evaluate chemical formula tables, statistical trends in patent filings, and corporate financials on the fly.
Standard retrieval-augmented generation architectures frequently collapse when processing legal and scientific documents. Complex patent claims rely on intricate dependent clauses where minor semantic nuances alter the entire scope of intellectual property protection. Opens-Rout decouples retrieval into multi-stage reranking pipelines, allowing autonomous agents to query USPTO, EPO, and WIPO databases while cross-verifying citations against real-time regulatory filings.
By utilizing Model Context Protocol adapters alongside the Valyu search pipeline, our system preserves end-to-end provenance for every extracted finding. Corporate IP teams, pharmaceutical researchers, and investment analysts receive structured dossiers complete with source document diffs, statutory validity timelines, and SEC footnote reconciliations.
Receive reference Terraform modules, LangGraph execution state charts, and Valyu Search pipeline configurations optimized for high-recall patent extraction.