Several versions
Data sheet v2 and v3, quotation v01 to v04. Search finds them all.
With the knowledge base
The knowledge base knows which version replaced which. An outdated version does not appear as the valid answer — only when you explicitly ask for the earlier state.
Said is not valid
Quotations, emails and meeting notes record what was offered or discussed.
With the knowledge base
Every document carries a class: record or approved statement. A quotation does not answer the question of what applies.
Figures from the ERP
Prices, bills of materials, delivery dates and order status often appear several times in texts, and differently.
With the knowledge base
Master data and documents are queried directly, not estimated from running text. If a question names a project, quotation or invoice number, the whole order comes from the ERP: from quotation and order confirmation to delivery note and invoice. If a document contradicts the ERP, the answer names both, and the ERP applies.
Contradictions
The German and the English data sheet give different values.
With the knowledge base
The answer discloses the contradiction, with both sources and their dates, instead of silently picking one value.
Gaps
The question is not answered in your documents.
With the knowledge base
The answer says exactly that, without filling in from general model knowledge. Every unanswered question is logged and shows which document is missing next.
Connections
An order consists of quotation, purchase order, order confirmation, invoice and dozens of emails.
With the knowledge base
Transactions, order numbers and references are linked. The answer brings the related documents along, even if they are worded differently.
Evidence and audit
For a complaint, an audit or a liability question, you must be able to show where a piece of information came from.
With the knowledge base
Every query is logged with the question, hits, sources and which AI model was used. The database runs in your own Microsoft Azure account and can be rebuilt from your documents at any time.