AI can slowly shift an organisation’s core principles. How to spot ‘value drift’ early
AI can slowly shift an organisation’s core principles. How to spot ‘value drift’ early
Publish Date: 2026-02-26 17:46:00
Source Domain: theconversation.com
The steady embrace of artificial intelligence (AI) in the public and private sectors in Australia and New Zealand has come with broad guidance about using the new technology safely and transparently, with good governance and human oversight.
So far, so sensible. Aligning AI use with existing organisational values makes perfect sense.
But here’s the catch. Most references to “responsible AI” assume values are like a set of house rules you can write down once, translate into checklists and enforce forever.
But generative AI (Gen AI) does not simply follow the rules of the house. It changes the house. GenAI’s distinctive power is not that it automates calculations, but that it automates plausible language.
It writes the summary, the rationale, the email, the policy draft and the performance feedback. In other words, it produces the texts organisations use to explain themselves.
When a system can generate confident, professional-sounding reasons instantly, it can quietly change what counts as a “good reason” to do something.
This is where “value drift” begins – a gradual shift in what feels normal, reasonable or acceptable as people adapt their work to what the technology makes easy and convincing.
Invisible ethical shifts
In the workplace, for example, a manager might use GenAI to draft performance feedback to avoid a hard conversation. The tone is smoother, but the judgement is harder to locate, as is the accountability.
Or a policy team uses GenAI to produce a balanced justification for a contested decision. The prose is polished, but the real trade-offs are less visible.
For small businesses, the appeal of GenAI lies in speed and efficiency. A sole trader can use it to respond to customers, write marketing copy or draft policies in seconds.
But over time, responsiveness may come to mean instant, AI-generated replies rather than careful, human judgement. The meaning of good service quietly shifts.
None of this requires an…
