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Documents and knowledge

Find answers in documents

Illustrative example with fictional documents.

The maintenance question is answered with two inspectable sources.

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Question · documents · sources

Task and potential benefit

Task

Five fictional documents contain the date, responsible role and operating limits.

Potential benefit

Inspectable sources ease the search; unsupported details remain open.

Workflow in this example

Answer in six steps

Task

Maintenance information exists, but finding the relevant passage takes time. A document assistant can shorten that search while a responsible person still reviews the result.

The question

“When is the next inspection of plant A17 scheduled, who coordinates it, and which documented operating limits must be considered during preparation?”

Documents

The knowledge base contains five one-page PDFs. All belong to the fictional Musterbetrieb Nordtal GmbH and are marked as synthetic test data.

  • Maintenance plan 2026wartungsplan-2026.pdfNext inspection date and responsible role.
  • Plant A17 data sheetanlage-a17-datenblatt.pdfOperating pressure, temperature and CIP limit.
  • Inspection report April 2026pruefbericht-2026-04.pdfLast documented inspection; the next date is in the maintenance plan.
  • Service agreementservicevereinbarung.pdfResponse window; decisions stay with people.
  • Safety and preparation notesicherheits-und-vorbereitungshinweis.pdfShutdown and depressurisation; the data sheet governs operating limits.

Answer and sources

Question

“When is the next inspection of plant A17 scheduled, who coordinates it, and which documented operating limits must be considered during preparation?”

Answer

“The next inspection of plant A17 is scheduled for 15 October 2026; maintenance coordination is responsible. The data sheet documents a maximum operating temperature of 80 °C and maximum operating pressure of 6 bar; CIP cleaning is limited to 95 °C for 30 minutes.”

View two source excerpts
1 · Schedule and responsibility

wartungsplan-2026.pdf · page 1 · “Prüfkalender 2026”

Nächste Prüfung: 15. Oktober 2026
Verantwortliche Rolle: Instandhaltungskoordination
2 · Operating limits

anlage-a17-datenblatt.pdf · page 1 · “Betriebsgrenzen”

Betriebstemperatur: maximal 80 °C
Betriebsdruck: maximal 6 bar
CIP-Reinigung: maximal 95 °C für 30 Minuten

Missing information

Two questions receive no invented answer or citation.

Information absent

Question: “How much energy did plant A17 use in July?”

Answer: “The approved synthetic document set contains no information about that. I cannot support a July energy-consumption answer.”

Citations: 0

Outside the documents

Question: “What delivery time applies at the fictional Westhafen example business?”

Answer: “The question concerns another fictional business and falls outside the approved documents. This recording does not use external sources.”

Citations: 0

How it works

  1. ApproveFive fictional documents define the bounded set.
  2. FindThe question points to the maintenance plan and data sheet.
  3. CheckEach answer clause has a precise source with page, section and excerpt.
  4. DecideMissing or outside information remains open; a person reviews any use.

The assistant does not approve, send or perform business actions.

Outcome and context

The result is a clear workflow with two inspectable sources for the answered question and two deliberately open cases. Human review remains required.

Prepared recording in a light presentation with fictional documents · German interface · 48 seconds · evidence dated 9 August 2026
English transcript and visual description
  1. 0 to 6s: Five documents clearly marked as fictional test data appear.
  2. 6 to 18s: The maintenance question gets two answer clauses on the inspection date and operating limits.
  3. 18 to 27s: Two citations from the maintenance plan and data sheet open with page, section and excerpt.
  4. 27 to 35s: The unsupported energy question receives no answer and no citation.
  5. 35 to 41s: The question about another fictional business remains unanswered without external search.
  6. 41 to 48s: The closing frame explains the source boundary and human review.

The 48-second recording used five one-page synthetic PDFs for the fictional Musterbetrieb Nordtal GmbH. It was prepared in advance and reviewed on . There was no live model call, external search or external business action. This is not a customer case or production deployment. Model quality, time savings and business impact were not measured here.

Outcome and responsibility

Illustrative example

In the example using five fictional documents, the answered question can be checked against two sources. Two further questions without sufficient support remain open.

Potential benefits

For your team

Check answers at their sources

The citations lead to the relevant information. You can check an answer against the document and see which questions still need clarification.

For your organisation

Make knowledge easier to share

Traceable sources provide a shared basis for review and handover. Visible knowledge gaps help colleagues ask focused follow-up questions.

Responsibility

System support
The illustrated assistant connects an answer with its sources. Questions without sufficient support remain open.
Responsible person
A responsible person checks the answer and its sources and decides whether and how to use the information.
See the recording and context in step 6 →

Go deeper

Approach

Working together in detail: process, basis for decisions and responsibilities.

View the approach →

Discuss a document workflow

Start with a bounded document set and representative questions.

What we discuss in our first conversation

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