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IT operations · Scope and volume to be determined during discovery

System for Preparing IT Change Records for Risk Review

We design an AI system that reviews change tickets, dependencies and maintenance windows with source and time information. The system prepares an impact scope and checklist, but does not carry out technical, security or access decisions. If there is no rollback plan or a dependency is unclear, the system leaves the outcome open for the change manager to assess the evidence.

Representative change operations panel with a work queue, checks and an audit trail: change impact review queue
Change impact review queue Representative interface — contains no real data. Assets are coded. This panel does not approve or deploy changes, start maintenance windows or trigger rollbacks.

The problem

In day-to-day operations, change tickets, dependencies and maintenance windows arrive through different systems and event records, preventing the team from seeing the case on a single timeline.

As a result, source links can be lost while the impact scope and checklist are prepared, the case can be routed to the wrong team, and the basis for the technical decision can remain unclear.

An incomplete workflow may overlook a missing rollback plan or unclear dependency, while an incorrect system action could cause the change to disrupt the service.

What we set out to improve

  • Time taken for the draft impact scope and checklist to be ready for specialist review
  • Correct referral of records with no rollback plan or an unclear dependency to the appropriate specialist queue
  • Record of recommendations corrected or rejected by the change manager

How the system works

  1. 01 Retrieve change tickets, dependencies and maintenance windows from authorised sources
  2. 02 Verify the source, timestamp and record identifier
  3. 03 Add the relevant asset, user, shop, vehicle or content context
  4. 04 Prepare a draft impact scope and checklist
  5. 05 Compare the draft with technical rules and authority boundaries
  6. 06 Check for exceptions: no rollback plan or an unclear dependency
  7. 07 Obtain the change manager's approval, correction or rejection
  8. 08 Write the input, recommendation, changes and final decision to the audit log

Methods we used

  • Source- and time-traceable data extraction for change tickets, dependencies and maintenance windows
  • Structured output that restricts the impact scope and checklist fields to technical rules
  • An exception gate that separates cases with no rollback plan or an unclear dependency from system action
  • An authorised queue that presents the evidence and recommendation together for the change manager
  • Duplicate-processing controls and a rollback record to address the risk of the change disrupting the service

Where people stay involved

The change manager is the final decision-maker. If there is no rollback plan or a dependency is unclear, the workflow stops and the evidence is referred to the specialist queue. The system does not make blocking, access-change, technical intervention or physical action decisions on its own.

Data and security

Only fields required for the task are processed from change tickets, dependencies and maintenance windows. Source-system permissions are preserved, and unnecessary personal, technical and security-sensitive data is minimised before being sent to the model. Every retrieval, recommendation, human change and target-system action is written to the audit log.

Who this suits

A good fit

  • Teams that conduct recurring IT operations reviews
  • Companies with defined source ownership and approval responsibility
  • Organisations that want exceptions to remain under human oversight

Not a good fit

  • Organisations whose source data is not current
  • Operations without a designated decision-maker and rollback process
  • Operations where the existing method is sufficient for the low volume

Frequently asked questions

What data is used?

Change tickets, dependencies and maintenance windows are used. The exact connections, fields and retention limits are determined during the access review.

How are exceptions handled?

If there is no rollback plan or a dependency is unclear, the workflow stops. The record is referred to the change manager's queue with its source evidence.

Does the system act on its own?

No. Because of the risk of the change disrupting the service, the final technical, security or access decision remains with a person; the recommendation and decision are recorded separately.

Project led by:DijitalPi

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