When Is AI Personalisation Still Helpful—and When Does It Become Surveillance?
Adapting communication can help. But once AI infers psychological profiles from text and behaviour, questions of consent, proportionality and control arise.

Adapting communication can help. But once AI infers psychological profiles from text and behaviour, questions of consent, proportionality and control arise.

Organisations often possess knowledge that remains difficult to see. AI can help uncover it, but only when its data sources and intended uses are clearly defined.

In digital support, accuracy is only part of the answer. A response must also be clear, appropriate and suited to the communication needs of the user.

Models that infer personality style from text can seem convincing. But good scores are not enough: leakage, calibration and the real value of adaptation all matter.