Consider Nomsa. Over 20 years and three employers, she has become an exceptional compliance specialist. She knows which regulator to telephone, which ambiguity to leave alone, and which minor exception sinks an audit.
Her employer asks her to spend 18 months teaching an internal AI agent how she works. She corrects it, explains her reasoning, feeds it the exceptions. The agent eventually handles most of her file. The company retrenches her, and keeps the agent.
I am not asking who owns the AI. The employer owns the servers, the licences and the model.
The harder question is this: has an employer acquired a permanent, reusable copy of an employee's personal professional capability merely because that employee exercised it at work?
What our law already says
South African law gives Nomsa a stronger position than most executives expect. In the case Automotive Tooling Systems v Wilkens, the Supreme Court of Appeal held that a person's skills and abilities are a part of himself, and that the know-how the employer sought to protect was nothing other than skills, which do not constitute a proprietary interest vesting in the employer. Money spent on training does not buy the competence.
This is not a museum piece. The Labour Court applied the principle in Nuvest Chemicals v Meyer in January 2026, holding that training employees affords an employer no proprietary interest in the worker, his know-how or his skills.
Copyright is the wrong instrument here, and any board relying on it is relying on the wrong thing.
The High Court reached comparable conclusions in Tapati Investments v Malatji in 2025 and Equity Medical Technologies v De Villiers in 2026.
The doctrine was built, however, for a world in which knowledge left the building inside the employee's head. Distillation, meaning the deliberate extraction of a person's working method into a model, breaks that assumption. The capability stays. The person leaves.
Where this has reached a courtroom
Not yet in South Africa, as far as I can establish. Elsewhere the outlines are appearing. In 2026, the Hangzhou Intermediate People's Court found the dismissal of a quality assurance supervisor unlawful after his employer cited AI disruption and offered him a lesser post at a 40% pay cut.
A Beijing arbitration panel had already found in 2025 that an employer replacing a worker with AI had shifted the cost of its own technological transformation onto that worker.
In Lehrman v Lovo, decided in New York in July 2025, two voice actors sued after recordings supplied for academic research were turned into commercial synthetic voices. The instructive part is what failed. The copyright claims fell away, because copyright protects the fixed recording rather than the abstract qualities of a voice. What survived were the contract claim and the personality rights claim.
Copyright is the wrong instrument here, and any board relying on it is relying on the wrong thing.
Apple's trade secret action against OpenAI, filed in July 2026, raises the adjacent problem: once information is absorbed into a model, an order to hand back the documents no longer restores the position.
The research is ahead of the courts
In July 2026, Yang Chen published the first systematic legal account of what he calls employee distillation and cloning: feeding a worker's mail, chats, documents, meeting transcripts and code reviews into systems that reproduce not merely outputs, but working style, tacit judgement and professional persona.
His conclusion is uncomfortable. Privacy law, copyright, trade secret doctrine, personality rights and contract each appear to offer protection, and each dissolves on inspection, producing what he calls a rights mirage.
Chen argues not for prohibition, but for notice, genuine consent or bargaining, limits on use, compensation and collective governance.
Valerio De Stefano of Osgoode Hall calls the uncompensated capture of workers' digital activity a quiet transfer of value.
In a survey of data workers by the Alphabet Workers Union with the Communications Workers of America and TechEquity, 52% believed they were training AI to replace other people's jobs, and 36% believed they were training it to replace their own.
What I would advise
For employers, four things. Treat deliberate distillation as a governed activity with board visibility, not as an IT project.
Disclose the purpose before the exercise begins, because POPIA, the Protection of Personal Information Act, requires personal information to be processed for a specific, explicitly defined purpose, and an employee's corrections, explanations and judgements are personal information about that employee.
Second, keep a human decision-maker visibly in the loop. Section 71 of POPIA restricts decisions with substantial effects that rest solely on automated profiling, including profiling of performance at work.
Third, do not let the model conduct your consultation for you. Section 189 of the Labour Relations Act obliges an employer to engage in a joint consensus-seeking process on alternatives to dismissal.
In the Right to Care matter this year, the Labour Court found retrenchments unfair where hundreds of vacancies existed and no redeployment or retraining was attempted, and held that requiring employees to re-apply for their own posts is not a genuine alternative.
Fourth, borrow from an industry that settled this by contract. SAG-AFTRA's digital replica terms require informed consent that is clear, conspicuous and separately signed, refuse blanket consent, and attach compensation and residuals to continued use.
For employees, three things. Ask, in writing, what the agent is being trained on and what it will be used for. Distinguish your own general expertise, which our courts treat as yours, from your employer's proprietary methodology, which is not. And if retrenchment follows, the consultation is the battleground, not the ownership of the model.
South African law does not presently answer the ownership question. It answers a narrower one clearly: paying a salary does not buy a person's judgement. Whether that principle survives conversion into a machine is, I suspect, the employment law question of this decade, and it belongs on the board agenda as a King V governance matter, not in the innovation backlog.
So, a question for anyone being asked to train their own agent. Has anyone told you what happens to it after you leave?
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