By 2029, operators that automate legal and labor judgments could face stricter duties of explanation, confidentiality, and compensation than ordinary software providers—and possibly even comparable human services.
In this scenario, automated advice remains available, but operators can no longer hide behind disclaimers or opaque models. They must explain consequential recommendations, protect sensitive conversations, and provide a practical route for correction and compensation. Clear, routine matters become easier to automate, while ambiguous cases are more often referred to human experts. Access improves for many people, but those with complicated circumstances may still face longer waits and higher costs.
At 8:15 a.m. in a union office in Leeds, Mara opens a dismissal notice stating that her absence was unauthorized. A union adviser requests the reasoning behind the employer's automated decision and finds that records concerning pregnancy- and childbirth-related leave were omitted. Mara can now seek a correction and pursue compensation if the error and resulting harm are confirmed.
Stronger duties could make restitution more realistic and discourage careless automation. They could also raise compliance costs, prompting smaller providers to withdraw or limit their services to straightforward cases. Rules intended to protect vulnerable clients may therefore reduce the range of affordable help available to them.