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Cited answers over your own documents

Enterprise search that shows its working.

Ask across approved company documents. Marella retrieves the passages, writes a supported answer and keeps the source open for review.

Example question · not customer data

One question, every source shown, including the stale one

Approved documents
What notice period applies to enterprise agreements signed after March 2024?↵
Passages found3 selected
  1. 01
    Enterprise MSA · v3

    Termination and renewal · §12.1

    Exact policy language
  2. 02
    Renewals guidance

    Commercial operations · current

    Supporting context
  3. 03
    Enterprise MSA · v2

    Archived · superseded March 2024

    Version conflict
Answer, with sources Validation ready

The notice period is 90 days for enterprise agreements signed after March 2024. The current MSA sets that period for non-renewal, while the renewals guidance says notice should be recorded before the account review.

2 claims2 linked sources1 stale document excluded
The documentPage 14

12. Renewal and termination

12.1 Either party may elect not to renew an Enterprise Agreement by providingno fewer than ninety (90) days' written notice before the end of the then-current term.

12.2 Notice must be delivered to the address specified…

Choose the smallest useful tool

Search is not one job

Locate

When someone knows the filename, record or exact term, ordinary keyword or metadata search is often the right answer.

No model step needed

Understand

When the evidence is spread across policies, agreements or project records, Marella can pull it together and show every source.

Retrieval + answer + source review

Decide

Marella can gather the evidence. The person responsible still makes the judgement call.

A person still decides

How it works

The answer is the middle of the job

  1. 01

    Set the source boundary

    Choose the approved documents, versions and identities before anyone asks a question.

    Test: inaccessible, deleted and archived sources

  2. 02

    Retrieve passages

    Marella searches for relevant passages, not just matching filenames. Parsing and source freshness shape what can be found.

    Test: known answers, distractors and difficult formats

  3. 03

    Synthesise with citations

    The answer links each claim to the passage it came from. A citation on its own does not prove the passage says it.

    Test: correctness, completeness and conflicting evidence

  4. 04

    Review the source

    The reviewer opens the source, checks the controlling version and accepts, revises or rejects the answer.

    Owner: the authorised person for the workflow

Four document setups

Test the awkward questions first

A representative evaluation tells you more than a polished prompt. Write down the answer you expect before you run it.

Open the evaluation kit What a cited answer proves

Known answer

Current source plus plausible distractors

Find the controlling passage and link it to the claim

Stale version

Current and archived documents use different wording

Prefer the current source and expose the conflict

Absent answer

The document set does not contain enough evidence

Qualify or decline instead of filling the gap

Revoked access

A previously visible source becomes unavailable

Respect the tested identity and connector boundary

Known limits

Every cited answer still needs a human check

  • Retrieval can miss relevant evidence or select a plausible distractor.
  • A citation can be there and still not support the claim it sits on.
  • Connector permission inheritance and freshness are tested per integration.
  • Marella does not replace the authorised reviewer responsible for a consequential decision.

Direct answers

What is the best way to search company documents with AI and citations?

Set the source boundary first: the approved documents, versions and identities. Then let the system retrieve passages rather than filenames, write an answer that links each claim to the passage it came from, and have the person responsible open the source before relying on it. When someone knows the filename or exact term, ordinary keyword search is often enough.

What is the difference between enterprise search and source-cited answers?

Enterprise search finds the documents and passages that match a question and leaves the reading to you. A source-cited answer goes a step further: it writes an answer from the retrieved passages and links each claim to the passage it came from, so a reviewer can open the source and check it. A citation on its own does not prove the passage says what the answer claims, so the check still matters.

What kinds of tools offer automated citation and source attribution over internal documents?

Tools that retrieve from an approved set of your own documents and write answers from it: enterprise search with generated answers, and private RAG systems. General chat assistants cite web pages, and see internal documents only through the connectors you give them. Marella AI answers over the documents your organisation approves, cites the exact passage behind each answer and fact-checks answers against their sources, flagging inaccurate citations and unsupported claims.

How is this different from a site search box?

A search box returns a ranked list of files and leaves the reading to you. This retrieves the relevant passages across documents and writes a synthesis linked back to them, which is only worth the extra step once you have tested the evidence behind it and how it behaves when it fails.

Does Marella search the public web?

Enterprise document search is scoped to the sources your organisation has approved. Web research is a separate configurable agent role, and the workflow should make it visible which of the two an answer came from.

Can it inherit all source permissions?

Do not assume that from an integration label. Test identity, revoked access, deletions and inaccessible content for the selected connector.

Evaluate enterprise search on the documents that matter

Tell us what kind of documents they are. We agree a secure way to send them before anything moves.

Plan the evaluation
Where the documents liveConfluenceSharePointGoogle Drive