Topic
Binding disclosure, human oversight and data-processing limits on automated decisions about work.
A European Commission survey of 12,826 SME and mid-cap heads finds 42% already use AI or algorithmic management. Another 21% plan to, but the Commission calls much of the use limited and experimental.
Reality
SB 947, signed by Governor Gavin Newsom on September 30, puts a human reviewer on firings and discipline decided primarily by AI from July 1, 2027. Its cost to employers depends on how 'primarily', and SB 951's 'in substantial part', end up being read.
Perspective Coverage
6 publishersReality
Gavin Newsom signed a law barring California employers from firing or disciplining workers on an AI system's judgment alone, effective July 1 next year. A human sign-off is cheap to add, and the costlier duty is the written notice explaining to each affected worker what data the system used.
Reality
Gavin Newsom signed laws that bar California employers from relying on AI to fire workers and require written notice when AI is responsible for mass layoffs. Effective dates and definitions went unreported, so HR teams know what is restricted before they know when.
Perspective Coverage
3 publishersReality
CUNY surveyed 561 New York City app couriers and found 48 injuries per 100 full-time workers, over five times the national rate for delivery messengers. Couriers say they rush and work sick to protect their ratings, so app pressure is a plausible cause, though one survey cannot test it.
Reality
New York's enforcement action against DoorDash totals $131.5 million, and the company says over $83 million of it settles one question about which idle minutes count as paid on-call time. More than 260,000 workers share the payout.
Reality
Amazon said it will add $1.9bn to its Delivery Service Partner programme in 2027 and expects a national average of nearly $24 an hour. The DSPs are the employers, and the release leaves each of them to decide how the money is spent.
Reality
A Gartner survey found 87% of employees thought an algorithm could judge them more fairly than their manager. The tools large employers deployed draft and edit the review instead, so the governance question is authorship.
Reality
An OECD survey of 6,047 employers found this software in most workplaces on both continents. The countries split over what firms are allowed to do with it, and most of these tools are not AI at all.
Reality
The Joint Committee on Human Rights wants stricter duties on higher-risk systems and an oversight body written into law. OpenAI says it would accept a narrow frontier-only law on security risks. The two asks name different companies.
Reality
The joint committee on human rights wants legislation, a single regulator and transparency across the AI life cycle. Automated flagging of worker discipline sits on its list of threats, and the enforcement it describes is aimed at providers.
Reality
A rider-run charity with a decade of funding, a field test in Fife and one Deliveroo courier's spreadsheet are being pressed into service as evidence, because the party holding the pay logic is not the party being asked to explain it.
Reality
Pay transparency, Article 50 of the AI Act and a Dutch presumption of employment all landed in 2026. Only four of 27 states transposed the pay rules on time, which leaves employers proving compliance in markets that have not defined it yet.
Reality