The human touch – AI, digital labour platforms and unfair deactivation  » Business Chamber Queensland
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13 May 2026

The human touch – AI, digital labour platforms and unfair deactivation

A recent Fair Work Commission decision has highlighted a critical distinction in Australia’s emerging digital platform work framework. Where humans intervene in the allocation of work, a business may fall outside the definition of a “digital labour platform”. 

In a recent case before the Fair Work Commission, Deputy President Abbey Beaumont considered whether a transcription service business’ online transcription management system constituted a “digital labour platform” for the purposes of the unfair deactivation provisions in the Fair Work Act.

The case arose after a transcription supplier, engaged under a supplier agreement with the business, filed an unfair deactivation application following the termination of her agreement. The application depended upon whether the work performed was “digital platform work” facilitated through a “digital labour platform”.

At the centre of the decision was not simply the existence of an online system, but the role humans played in decision-making. 

The business operated a web-based portal through which transcription work was managed. However, the evidence established that work was not allocated automatically by the platform itself. Instead, employees of the business, and at times the Managing Director personally, reviewed available suppliers and manually assigned work based on factors such as availability and perceived suitability.

Deputy President Beaumont drew a sharp distinction between a system that merely assists human decision-making and one that independently allocates or facilitates work through algorithms, automation, or AI-driven functionality.

The Deputy President observed that the legislation contemplates a platform that itself “operates” to arrange, allocate or facilitate labour services. In her view, this requires more than an online interface or administrative tool. Rather, the technology itself must perform the allocation function.

When does AI create a digital labour platform?

Using Uber as an example, the decision noted that there is not a person manually matching drivers to riders. Instead, the application itself performs that function algorithmically. That automated allocation process is what characterises the platform as a digital labour platform.

By contrast, the business’ transcription management system was found to be more akin to an internal administrative system supporting human decision-makers. The platform did not independently allocate work; people did.

This distinction ultimately proved determinative. Because the allocation of work depended upon human intervention and judgment, the transcription management system was not considered a digital labour platform within the meaning of the Fair Work Act. As a result, the worker could not establish that she was performing “digital platform work”, and her unfair deactivation application was dismissed. 

Human judgment, not AI, decisive in unfair deactivation case

The decision raises broader questions about the growing role of AI and automation in workforce management.

Importantly, the case suggests that the legal characterisation of a business may turn on the extent to which humans remain involved in operational decision-making. Where managers or staff retain genuine discretion over allocating work, assessing suitability and making engagement decisions, a business may remain outside the digital platform regime.

Conversely, had the business used an algorithm, AI tool, or automated application to allocate transcription work without meaningful human involvement, the outcome may well have been different.

The case therefore highlights an emerging legal and policy tension: as businesses increasingly adopt AI-enabled systems to allocate work, roster workers, assess performance, and manage engagement, the removal of human intervention may bring those businesses within the expanding scope of digital platform regulation.

In that sense, the decision is not simply about transcription services or unfair deactivation. It is an early judicial examination of the legal value of human judgment in modern work arrangements – and a reminder that the “human touch” may still matter significantly in determining whether technology is merely assisting work, or legally operating as a digital labour platform. 

How Business Chamber Queensland can help

Businesses considering the implementation of AI-enabled workforce management systems should carefully assess how those systems operate in practice and whether meaningful human oversight remains in decision-making processes. Business Chamber Queensland can assist employers to understand the workplace relations implications of AI, digital platform arrangements, contractor models, and emerging Fair Work obligations, including reviewing workforce systems, contracts, policies and operational practices to minimise legal risk and ensure compliance with Australia’s evolving industrial relations framework. 

Case: Ms Sarah Linda Jooste v Scribefire TMS Trading as Scribefire Pty Ltd [2026] FWC 1156 

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By Ezra Pyers
Workplace Relations Manager

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