Govern the integrated sociotechnical system: What should | AIGP
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Govern the integrated sociotechnical system: What should the company treat as the relevant object of

AIGP Understanding the Foundations of AI Governance Medium

Governance covers the integrated sociotechnical system because people, procedures, data, and the model jointly affect outcomes.

The question

A travel-support company’s model ranks possible responses to delayed-flight questions. Reviewers find that the model is accurate in testing, but customer outcomes also depend on agent choices, escalation rules, and airline data feeds. Assume all other governance prerequisites are satisfied. What should the company treat as the relevant object of governance?

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  1. Manage the airline data feed as an isolated information asset
    The feed matters, but isolating it ignores its interaction with the model, agents, escalation rules, and customers.
  2. Audit only the customer-facing responses after deployment
    Output review can detect problems but cannot by itself assess upstream data, ranking logic, or human workflow influences.
  3. Validate only the model weights and ranking algorithm
    Technical validation is relevant but excludes the agents, procedures, data interfaces, and context affecting outcomes.
  4. Govern the integrated sociotechnical system
    The model, agents, escalation rules, data feeds, and customer context jointly shape outcomes and therefore form the relevant governance object.
The trap
When outcomes depend on people, workflows, and interfaces, govern the integrated system rather than model weights alone.

How to remember it

Governance covers the integrated sociotechnical system because people, procedures, data, and the model jointly affect outcomes.

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