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Every department · Operations

Operations

Turn years of operational knowledge into instant guidance.

Operational knowledge is the most physical and the least digitised. Manuals are scanned, work orders are free text of wildly varying quality, and the person who genuinely understands line 3 retires in eighteen months. This is knowledge capture with a deadline.

COO Plant Manager Operations Excellence Field Service
AIMY Expert operations
Asking as Maintenance technician · Site 2

Fault code E-217 on line 3 — what fixed it last time?

E-217 is a servo position feedback fault.1 It has occurred four times on this line; three were resolved by reseating the encoder cable at the drive end, one required encoder replacement.2 Mean repair time on the cable fix: 35 minutes.2

1 OEM Manual — Drive Series 40 Fault code index · Rev C, 2019
2 CMMS work order history Line 3 · 2019–2026 · Live
Procedures for other sites excluded
Grounded · 2 sources Permission-checked 1.3s

Illustration only. This exchange is a written example of how AIMY Expert behaves — not a recording of a live system, and not a claim about any real organisation's data.

Identical interface to every other department. Different knowledge, different access rights.

Where the time goes

Troubleshooting depends on which technician is on shift, and the operation's history is unsearchable.

These are real queries from comparable departments — not prompts written to demo well. If your version of this list looks different, that is the conversation to have.

Where the answers live

OEM manuals (scanned) CMMS work orders SOPs and safety procedures Supplier certificates
  • Fault code E-217 on line 3 — what fixed it last time?
  • What is the current revision of this changeover procedure?
  • Which spare parts are approved for this assembly?
  • What did the last three audits flag on this line?
Where AIMY applies

What Operations puts it to work on.

Not a roadmap — these are the areas this department already has documented, which is what makes them answerable on day one.

  • Operational SOPs and work instructions
  • Process and workflow guidance
  • Quality standards and compliance requirements
  • Equipment and maintenance procedures
  • Incident response processes
  • Best practices and operational knowledge
The boundary that has to hold

Scoped to the site the operator works at

A technician at one site retrieves that site's procedures and equipment history. Site scoping prevents a procedure written for different machinery being presented as authoritative — the failure mode that makes operational AI dangerous.

The boundary is applied when content is retrieved, not by instructing the model to keep a secret — a model told not to reveal something has still been shown it. AIMY Expert works with the access controls you already have in place.

What changes for Operations

Every shift
the senior technician's answer, on nights and weekends
Any language
ask and answer in the language of the floor
Cited
the manual and revision behind every fault code

These are properties of how the deployment works, not projections. Where you want a performance target, we measure your own baseline first and commit against that.

Same corpus, different slice

What Operations retrieves, and what it never sees.

Each AI Expert answers from a defined knowledge scope, applied when the content is retrieved. Nothing on the right-hand side reaches the model.

Retrievable for Operations

  • OEM manuals (scanned)
  • CMMS work orders
  • SOPs and safety procedures
  • Supplier certificates

Withheld at retrieval

  • Procedures for other sites excluded
  • Anything Operations cannot already open in the source system

Filtered before retrieval, not after generation — withheld content never enters the model context at all.

One platform

What Operations runs on.

The same foundation every other department uses. Nothing here is a operations-specific product — it is a operations-specific scope on a shared platform.

Next step

Start with operations, or start somewhere else.

We will tell you honestly which department gives you the strongest first deployment — sometimes it is not the one with the loudest business case.