Approved knowledge & assisted answers

V-BRAIN: Factory Knowledge
& Document AI

V-BRAIN helps manufacturing teams organize controlled knowledge and ask questions against approved, accessible documents, with persistent conversations and source references.

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Approved department documents pass through permission-aware retrieval into an AI answer with source citations
Workflow illustration · not a product screenshot

WHO IT IS FOR

For production, maintenance, quality, safety and stores teams working with procedures and shared operational knowledge.

Keep the answer connected to approved evidence.

Procedures and experience lose value when the right person cannot find the current, approved information. An AI answer also needs a visible source and the same access boundaries as the underlying document.

SOLUTION SCOPE

Approved knowledge & assisted answers

01

Organize controlled documents

Keep document revisions, departments, classifications and publication approval together. Uploading a document does not immediately make it available to AI.

02

Ask with source context

Retrieve approved content for an authorized question and retain the conversation and citations. Review the original source before acting on an answer.

03

Respect department access

Roles, department assignments and restricted-document grants determine accessible content. A system administrator does not automatically receive every document.

04

Capture practical knowledge

Submit experience for expert verification, indexing and independent publication approval before it becomes available for AI retrieval.

05

Choose the AI runtime

Support local model inference or an explicitly configured cloud provider. Indexing, embeddings, vector search, queue services and malware scanning need a working deployment.

06

Review service use

Administration covers model settings, service health, usage controls and operational analytics. Available results depend on configured services and approved source material.

HOW IT WORKS

V-BRAIN workflow

  1. 01Curate

    Upload and review the document revision.

  2. 02Publish

    Process, index and approve it for use.

  3. 03Ask

    Retrieve sources within the user’s permission scope.

  4. 04Verify

    Read the citations and validate the answer.

Workflow, supported features and deployment requirements are agreed for your implementation.

PLAN YOUR DEMONSTRATION

What should a knowledge AI demonstration prove?

Use a small approved document set and known questions. Check citations, permission boundaries, revoked access and questions the documents cannot answer before expanding the collection.

Bring these details to the discussion

  • Representative procedures and their publication owners
  • Department permissions and restricted-document rules
  • Approved model/provider, hosting resources and evaluation questions
Discuss V-BRAIN

V-BRAIN: frequently asked questions

Does V-BRAIN answer from every uploaded file?

No. Documents pass through processing and approval, and access is checked for the user. An uploaded file may still be awaiting indexing or publication.

Can V-BRAIN run with local models?

The application supports Ollama for local inference and embeddings. Model size, available memory and CPU or GPU capacity determine response time.

Are cloud AI calls automatic?

No. Cloud inference needs explicit provider configuration and access settings. It may incur provider usage charges.

Can an answer replace the approved procedure?

No. Treat generated text as assistance, inspect its citations and use the current approved procedure and responsible specialist for operational decisions.

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DISCUSS YOUR REQUIREMENTS

Find the right
solution for your operation.

Share your process, current systems and priorities. Talk to VEERA