Knowledge grounding

    Hybrid RAG: Ground Folder and Category Decisions on the Right Documents

    HEIDI does not rely on one generic company brain. Assign document sets to a category, label, or folder, and HEIDI uses an advanced hybrid retrieval stack — vector, graph, and taxonomy-aware planning — to answer customer inquiries and first-line support from the right sources, with evidence visible.

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    HEIDI Workspace

    Selected email

    Customer A

    Technical question

    Technical question — Product X upload timeout

    Manual + SOP lookup

    IntentManual + SOP lookup
    OwnerSupport Ops

    Sources used

    Product X manual.pdf
    Manual
    Support escalation SOP
    SOP
    Customer contract terms
    Policy
    Email received
    Triage
    Knowledge
    Draft
    Approval
    Action

    What is hybrid RAG for email?

    Hybrid RAG combines vector search over indexed mail and documents, graph expansion across people, orgs, and topics, and taxonomy-aware query planning. Teams bind document sets to an Outlook category, Gmail label, or folder so HEIDI grounds classification and drafts for that mail type in the right knowledge, with sources shown.

    Capabilities

    What you can do with HEIDI Workspace

    Per-target document binding

    Support@ gets the support manual; sales@ gets the price list — not one muddy pool.

    Vector + graph + taxonomy

    Finds the right paragraph even when the customer uses different words than the manual.

    Sources visible on drafts

    First-line agents approve faster; compliance can audit what was used.

    Retrieval guidance per target

    Limit a category to specific documents — business rules without code.

    Use cases

    Where teams apply HEIDI Workspace

    Real workflows that benefit from visual design, automation, and governance.

    Technical Support category → Product X manual + escalation SOP

    Drafts for that category retrieve only the bound technical knowledge.

    Invoices folder → AP policy + vendor master guidance

    Billing questions are grounded on finance policy, not product docs.

    Customer inquiries answered from approved product docs

    No hallucination — answers come from the bound sources with citations.

    Policy exception routed with the right policy cited

    HEIDI surfaces the governing policy document on the draft.

    RFP folder → extract requirements into proposal-ready output

    Mail plus attachments are mined for requirements with sources.

    How it works

    From chaos to clarity in 4 steps

    1

    Connect or upload documents

    Manuals, SOPs, FAQs, price books, contracts, onboarding packs.

    2

    Bind documents to a mail target

    Assign sets to an Outlook category, Gmail label, or folder.

    3

    Retrieve with hybrid RAG

    Vector, graph, taxonomy, attachment search, and thread context.

    4

    Compose with visible sources

    Drafts show which manual, SOP, or document was used.

    Deep dive

    Why hybrid retrieval beats generic RAG

    Generic RAG misses domain-specific answers because it searches one big pool with one method. Hybrid retrieval combines semantic vector search with graph expansion across relationships and taxonomy-aware planning, scoped to the documents bound to a mail target. The result: L1 support and customer mail answered from the right manual, with citations a reviewer can verify before approving.

    Q&A

    Frequently asked questions

    Learn more about how HEIDI Workspace works and how it can help your organization.