Cross-lingual concept retrieval
Search by underlying construct across multilingual documents without making every query depend on exact translated keywords.
Use Cases
AI Semantic Layer Use Cases
Credible use cases for a language-agnostic semantic layer: cross-lingual concept retrieval, agent handoffs, audit trails, multilingual support, terminology registries, and safer AI boundaries.
Credible applications
Where a concept layer changes the workflow.
AI agent handoffs
Carry concept IDs, confidence, policy, and provenance between agents so the receiving system can inspect the intent.
Compliance and audit trails
Attach resolver evidence and render history to high-impact AI communication for later human review.
Multilingual support workflows
Route support intents through concept records so localized responses preserve the same operational meaning.
Internal terminology registry
Keep product, policy, legal, and engineering concepts aligned across teams, languages, and documentation systems.
Hybrid retrieval for RAG
Pair dense semantic search with sparse exact matching so rare entities, protocol IDs, and policy labels survive retrieval.
Safer human/AI boundaries
Separate task intent from authority, uncertainty, and sensitive side channels before an assistant renders guidance.