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System for Referring Broadcast Quality Signals for Operator Review

We design an AI system that reviews video, audio and broadcast-chain quality incidents with source and timestamp information. The system prepares a time-coded quality review list, but does not carry out technical, safety or access decisions. If there is signal loss or sources conflict, the system does not finalise the result; a broadcast operations specialist reviews the evidence.

Representative broadcast quality ops panel with a work queue, checks and an audit trail: broadcast quality signal queue
Broadcast quality signal queue Representative interface — contains no real data. Broadcast sources are coded. The panel does not change transmission lines or perform technical intervention.

The problem

In day-to-day operations, video, audio and broadcast-chain quality incidents arrive through different systems and incident records, preventing the team from viewing the case on a single timeline.

As a result, source links may be lost while the time-coded quality review list is prepared, the case may be referred to the wrong team, and the basis for a technical decision may be unclear.

An incomplete workflow may overlook signal loss or conflicting sources; poorly designed automation creates a risk of normal content being mistaken for a fault and the broadcast being interrupted.

What we set out to improve

  • Time taken for the draft time-coded quality review list to be ready for specialist review
  • Correct referral of records involving signal loss or conflicting sources to the appropriate specialist queue
  • Recording of suggestions corrected or rejected by the broadcast operations specialist

How the system works

  1. 01 Retrieve video, audio and broadcast-chain quality incident data from authorised sources
  2. 02 Verify the source, timestamp and record identifier
  3. 03 Add the relevant asset, user, location, vehicle or content context
  4. 04 Prepare the draft time-coded quality review list
  5. 05 Compare the draft with technical rules and authority limits
  6. 06 Check for exceptions: signal loss or conflicting sources
  7. 07 Have the broadcast operations specialist approve, correct or reject the draft
  8. 08 Write the input, suggestion, changes and final decision to the audit log

Methods we used

  • Data extraction with source and timestamp traceability from video, audio and broadcast-chain quality incidents
  • Structured output that restricts the time-coded quality review list to fields defined by technical rules
  • An exception gate that separates signal loss or conflicting sources from system processing
  • An authorised queue that shows the broadcast operations specialist the evidence alongside the suggestion
  • Duplicate-processing controls and a reversal record to mitigate the risk of normal content being mistaken for a fault and the broadcast being interrupted

Where people stay involved

The broadcast operations specialist makes the final decision. If there is signal loss or sources conflict, the workflow stops and the evidence is referred to the specialist queue. The system does not independently decide to block access, change permissions, perform a technical intervention or take physical action.

Data and security

Only fields required for the task are processed from video, audio and broadcast-chain quality incidents. Source-system permissions are preserved, and unnecessary personal, technical and security-sensitive data is minimised before being provided to the model. Every retrieval, suggestion, human change and target-system action is written to the audit log.

Who this suits

A good fit

  • Teams that conduct recurring reviews in the media sector
  • Companies with defined responsibilities for sources and approvals
  • 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 reversal process
  • Operations where the existing method is sufficient for the low volume

Frequently asked questions

What data is used?

Video, audio and broadcast-chain quality incidents are used. The exact connections, fields and retention limits are determined during the access review.

How are exceptions handled?

If there is signal loss or sources conflict, the workflow stops. The record and source evidence are referred to the broadcast operations specialist's queue.

Does the system act on its own?

No. Because of the risk of normal content being mistaken for a fault and the broadcast being interrupted, a person makes the final technical, safety or access decision; the suggestion and decision are recorded separately.

Project led by:DijitalPi

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