The Single-Perspective Instinct: Security, Compliance and Productivity Share One Landscape

All courses / Landscape / Module 2 / Chapter 12

Learning objectives

After the lesson the participant can:

• Describe what each chair's survey measures: expectation, use and attitude, use and trust, and recorded incidents.
• Read a one-page landscape in the order of the productivity, security and compliance chairs.
• Interpret an evidence view as an auditor, an engineer and an elected member would.
• Conduct a three-chair review and record its readings and decision against unit identifiers.

Key concepts

The single-perspective instinct

The habit of seeing only security, only compliance or only productivity, when the three sit on one landscape and move together. It is what expertise does to a reading, and it misleads when one chair decides for all.

Chairs measure different things

The leaders' vendor survey measures expectation and self-reported deployment, the workers' surveys use and attitude, the developers' survey use and trust, and the security record failure and attack. The gaps are gaps between chairs, not errors in one of them.

Three reading orders

Productivity reads colour, size and column: where the use is and whom it touches. Security reads shape, diamond and the empty corner. Compliance reads row, seat and baseline.

Three-chair review

One meeting: render V1 and V5 as of the meeting date, each chair reads aloud in its own order and names the one mark it would change first, each reads a mark another named, and the readings and decision go into one review record.

Rule of thumb: the other two chairs

Before you decide, read the landscape from the other two chairs. The rule is about sequence, not balance, and stops where the law has decided for one chair or where the other chairs are empty.

Interactive exercises

Do them here and get feedback at once. Choose a card and then where it belongs, or drag it.

Teaching plan

Discussion

1. The rule asks for sequence rather than balance and avoids the framing of a trade-off between security and productivity. What does that change in how a go-live decision is prepared?
2. Two units at Nordvik Region have logs and tests but no gate, and the chapter says a test that does not block a release is information, not control. Where does your organisation have information it treats as control?
3. Only 18 per cent of employed Eurobarometer respondents had received a detailed explanation of how digital technologies including AI manage activities in their workplace. Who would sit in the fourth chair in your organisation, and at which meeting?

Written exercise

Self-test

Choose an answer to see whether it is right, or open the answer below each question.

1. In Nordvik Region's evidence view of 1 January 2027, which units rest on attestations alone, and what do they have in common?

   1. NR-BT, NR-CS, NR-SA and NR-AWT; all four run gates and policies as code
   2. NR-CR and NR-CN; both have logs and tests but no gate
   3. NR-SW, NR-CA, NR-EWA and NR-TL; all four are operated by suppliers
   4. NR-AMB alone; it was switched on by vendors
   Show the answer

   C. NR-SW, NR-CA, NR-EWA and NR-TL; all four are operated by suppliers
   The rostering system, the approved conversational assistant, the embedded workplace assistant pilot and the paused recruitment pilot rest on attestations alone, and all are operated by suppliers. The auditor asks what each supplier would have to show for the declaration to be checked.

2. Where does the chapter say the rule of reading from the other two chairs stops applying?

   1. Where the law has already decided for one chair, and where the other chairs are empty
   2. Where the unit's reach is S, and where the unit is in pilot
   3. Where the supplier has attested the controls, and where the unit is Mode 0
   4. Where the productivity case is strong, and where the board has already approved
   Show the answer

   A. Where the law has already decided for one chair, and where the other chairs are empty
   A practice prohibited under Article 5 of the AI Act is not improved by a productivity reading, nor a unit in the empty corner by a compliance reading. And an organisation with nobody to read for security or compliance cannot fix that by asking one leader to read twice.

3. How does the chapter characterise the leaders' figures from Microsoft's Work Trend Index 2025, such as the 81 per cent expecting agents within twelve to eighteen months?

   1. As official statistics on agent deployment in EU enterprises
   2. As a probability survey of executives in the 27 member states, with a sampling frame and weights
   3. As measured use, taken from the vendor's telemetry of tenants in the European Union
   4. As a vendor survey describing expectation and self-reported deployment, not measured use
   Show the answer

   D. As a vendor survey describing expectation and self-reported deployment, not measured use
   The vendor sells the tools the survey asks about, its 2025 telemetry excludes European Union tenants, and the percentages describe expectation and self-reported deployment. The leaders' chair is a chair of expectation.