Evaluate machine-manual answers against the correct model, source revision, approved procedure and a clear route to human service.
An AI assistant for machinery manuals helps retrieve and explain information from approved machine documentation. A useful answer establishes the machine and source revision, cites the relevant passage and directs the user to an approved procedure or a service contact.
A language model can produce a plausible answer when evidence is missing. Source grounding and citations help review, but do not eliminate errors. Evaluate the whole answer against the manual and the permitted task.
Use model, serial range, configuration and installed options when they affect the answer. A similar series name is not sufficient. If identity is unknown, request the appropriate label information or route the question for confirmation before presenting a model-specific action.
Record manual title, document revision, language, applicability and owner. Separate current instructions from obsolete or unresolved material. Service notes can be useful, but a note for a particular installation should not silently become the general procedure for every customer.
A useful response names the document and relevant section, links to the permitted source and explains why it applies. Check that the citation actually supports the answer. A genuine document link attached to an unsupported conclusion is still a wrong answer.
Identify approved manuals and the responsible reviewer.
Include answerable and unsupported questions.
Confirm what the receiving technician needs.
No. Review whether the passage supports the conclusion and applies to the machine. Test uncertainty handling and preserve human review where required.
That depends on the configured source and routing workflow. Each source needs applicability and revision context so that similar machines are not treated as interchangeable.
An unsupported fault should reach the responsible service process. The assistant can collect useful context without inventing a repair.
One machine family, approved source documents, representative questions and an agreed escalation path. Evaluate answers before claiming broad support coverage.
Send the approved manual, diagrams or photos you already have. Request a free guide demo so your team can review one product task before deciding how to expand it.
Use an assistant to locate and clarify a documented task. Where a procedure requires a trained role, product-specific checks or a controlled sequence, preserve those requirements in the guide. A conversational explanation should not override them or invent a reset, adjustment or bypass.
Illustrative evaluation: a user reports a feed alarm but provides no machine variant. The assistant first requests the identity needed to select the approved alarm reference. If the manual does not establish a supported check, the output is a service handoff with model, displayed alarm and current operating state, rather than a guessed repair.
Include an unsupported model, conflicting revisions, a vague symptom, a relevant passage and a question outside the source. Review correctness, applicability, citation quality and escalation completeness. Agree which functions are included in a Viflux pilot and who approves the source set before expanding access.
