Worked case

A transparency obligation makes a production costlier: keep it or stop it

What must be established

A useful analysis keeps its controls visible.

  1. 01

    The obligation is cited from an official source, with its date and exact scope.

  2. 02

    The cost of human review is measured apart from the deficit the production already carried.

  3. 03

    Each way out names what it gives up, written before the decision and not after.

RESULT OBTAINED

A matrix completed per production: contribution, cost of review, decision and written renunciation.

Decision reference

Make the next choice more explicit.

DECISION SUPPORTED

A disclosure obligation has made a content production costlier: should it be kept, reduced or stopped?

DELIVERABLE TO KEEP

A matrix completed per production: contribution, cost of review, decision and written renunciation.

NEXT ELEMENT TO EXAMINE

Divest or exitExplore →

What the obligation requires, and what it does not

The European Commission’s guidelines on transparency obligations set out Article 50 of the AI regulation. For text published to inform the public on matters of public interest, disclosure is due — except where the content underwent human review or editorial control and a natural or legal person holds editorial responsibility for the publication. The requirement therefore bears not on the tool used, but on the absence of someone answerable.

  • The requirement covers text published to inform the public, not every internal production.
  • The exception rests on human review, together with editorial responsibility held by someone.
  • Labelling is not the only way out: naming someone answerable is another.
  • A production with no identified owner cannot claim the exception.

Separating the cost of compliance from the cost of the activity

The trap is to charge the obligation with a deficit that was already there. A marginal production becomes visible the day a human is required to read it, but it is its contribution that decides, not the obligation. The matrix keeps the two columns apart and leaves empty what no source publishes.

  • Measure the production’s contribution before the obligation, over the same period.
  • Price the review in reading time, not in tool licences.
  • Do not estimate what is not measured: the column stays empty, and that is information.
  • A production already in deficit is not a compliance case.

The three ways out and what each gives up

Keep it by holding editorial responsibility, reduce the scope to what can actually be read, or stop. Each gives something up, and that is what must be written before the decision — otherwise it will be reconstructed afterwards to justify it.

  • Keep: you give up the volume that review cannot follow.
  • Reduce: you give up a coverage, and must say which.
  • Stop: you give up an audience already won, and winning it back has a price.
  • Deciding nothing means keeping it with no one answerable: the only option that cannot be written.

Resources

Reuse the method and verify its foundations.

Download the production matrix

MOVE FROM ANALYSIS TO YOUR DECISION

Compare the method with three fully calculated decisions

Examine the complete cases ↗

AFTER THE FRAMING

Framing clarifies the choice. A shared record makes it defensible.

This page helps compare the options and document the trade-offs. When the choice has to be worked through with finance and operations, then defended before a committee, Innovatio structures it in a shared decision record.

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