Xpectrum AI - Knowledge & RAG

    Xpectrum AI

    Knowledge & RAG

    Capabilities

    What you can do.

    01 · Hybrid retrieval

    Hybrid retrieval

    Vector + keyword + metadata filters.

    02 · Reranking

    Reranking

    Cross-encoder narrows candidates before the LLM.

    03 · Incremental sync

    Incremental sync

    Real-time. No index rebuilds.

    04 · Multi-tenant

    Multi-tenant

    Per-tenant indices. Row-level access.

    05 · Citations

    Citations

    Every chunk traces to its source.

    06 · 33+ vector stores

    33+ vector stores

    pgvector, Pinecone, Weaviate, Milvus, Qdrant - or managed.

    From raw data to grounded answers.

    Ingest

    Extract
    Chunk
    Embed
    Index

    Query

    Query
    Hybrid Search
    Rerank
    LLM

    Sources Supported

    PostgreSQLMongoDBRedisS3 / Object StorageFiles (PDF, DOCX, MD, CSV)WebsitesNotionConfluence33+ Vector DBs
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