Five steps: HR's guide to rethinking productivity in the age of AI - HRZone

TEXT START: For years, organisations have pursued productivity as a straightforward goal: complete tasks faster, produce more output and increase efficiency.

The Dissection

This is transition-management literature disguised as HR guidance. It correctly observes that AI changes the meaning of output, quality, workload and burnout. It then routes the consequences into performance reviews, competency frameworks and redesigned job descriptions.

The text’s real function is to help institutions absorb AI-driven labour compression without confronting ownership, bargaining power or mass exclusion. It converts a systemic employment crisis into a managerial measurement problem. HR is instructed to redefine value, monitor exhaustion and redesign roles while the underlying wage-to-consumption circuit is quietly dismantled.

The Core Fallacy

The article assumes that productivity gains remain inside the employment relationship as “thinking time,” learning, recovery or higher-value human work. Under Discontinuity Thesis mechanics, that is the least reliable destination.

If AI delivers durable cost and performance superiority across cognitive work, competitive organisations have incentives to reduce labour inputs, intensify surviving roles and lower the price of formerly scarce expertise. “Judgement,” “critical thinking” and “creativity” are presented as human-value refuges, but they are not permanent moats. They are targets for the next automation layer.

The article mistakes a temporary lag—human review, accountability, context and institutional caution—for a durable source of economic indispensability. It also ignores P2: firms cannot preserve large human-only domains merely because HR creates better scorecards. Once competitors automate more cheaply, sentiment and policy become costs to be eliminated.

Hidden Assumptions

• AI-generated capacity will be returned to employees rather than converted into additional output, headcount reduction or tighter performance targets.
• Organisations will optimise for human development instead of competitive cost and speed.
• Human judgement remains scarce, superior and difficult to automate.
• Employment will remain the default distribution mechanism for productivity gains.
• Better AI governance can preserve the value of roles whose underlying tasks are being compressed.
• Burnout is primarily a management failure, rather than a predictable consequence of intensified monitoring and perpetual adaptation.
• HR possesses enough power to redesign work, compensation and authority rather than merely administer decisions made by capital.
• “Meaningful” human contribution has economic value independent of ownership and control.

These assumptions are not harmless omissions. They are the load-bearing beams of the article, and most collapse under competitive pressure.

Social Function

Primarily: transition management, ideological anesthetic and partial truth.

The partial truth is real: AI makes old productivity metrics obsolete, increases review and verification burdens, and can conceal burnout beneath higher output. The anesthetic is the implication that careful management can preserve broad productive participation. The article gives HR a humane vocabulary for administering a harsher system: judgement scores, AI stewardship, role mapping, quality gates and wellness monitoring.

It is elite self-exoneration in operational form. If workers later lose bargaining power or employment, the institution can claim it measured the right competencies, encouraged learning and watched for burnout. The article never asks who owns the systems, who captures the surplus or what happens to people whose roles have no remaining economic necessity. That silence is the central message.

The Verdict

This is a competent manual for managing the early symptoms of obsolescence, not a solution to obsolescence. It recognises that AI resets the baseline, then pretends HR can decide where the gains go. It cannot.

Under P1, routine cognitive work is compressed. Under P2, firms cannot indefinitely maintain human domains that competitors can automate. Under P3, the majority gradually lose access to economically necessary labour. The article’s “human strengths” are temporary transition niches unless attached to ownership, control, scarce infrastructure or indispensable accountability.

The document is hospice care for the employment system: attentive, procedural and incapable of reversing the terminal mechanism.