EEOC keeps employment accountability wider than the model

Inventory decisions, not product names

A hiring, mobility, performance, scheduling, learning, or separation workflow may combine multiple models, rules, human judgments, and vendor services. Record the decision or recommendation, affected population, job-related criteria, data used, system influence, reviewer, notice, accommodation, correction, and challenge route. A platform-level label such as AI enabled is too broad to show where opportunity is changed or where a person can contest an error.

Keep employer and vendor evidence separate

A vendor can document design, intended use, validation method, tested population, configuration, and technical controls. The employer still chooses the job, criteria, deployment population, integrations, thresholds, reviewers, and response to exceptions. Require both evidence sets and mark their dates and scope. A vendor statement, bias-audit summary, or aggregate metric does not establish the effect of the configured workflow on the employer's actual candidates or employees.

Make the affected-person path operable

Show what a candidate or employee is told, which information they can inspect or correct, how they request accommodation, who can explain the process, and how a human can reconsider an outcome. Test the path with representative users, including disabled people and difficult exceptions. The presence of a nominal reviewer is not enough if that person lacks time, authority, evidence, or a safe way to disagree with the system.

Review impact after release

Monitor selection, error, override, accommodation, complaint, correction, and appeal patterns using meaningful populations and appropriate professional review. Pair quantitative results with workflow observations and employee or candidate feedback. Do not interpret a stable aggregate rate as proof of nondiscrimination. A CHRO-ready record should state what the evidence can show, what remains unknown, who owns remediation, and which change in purpose, model, criteria, or population requires a new review.

Turn this source into a reviewable decision

For AI for CHROs, use this briefing as a dated decision record rather than a substitute for the source. Preserve U.S. Equal Employment Opportunity Commission, the exact URL, the July 24, 2026 review date, the supported facts above, the editorial interpretation, the limitations, and any buyer-specific evidence. Link that record to the decisions most directly affected: Recruiting and candidate support; Skills intelligence and internal mobility; Performance and work allocation; Workplace AI governance and change. State whether the source changes the scope, evidence requirement, control, sequence, or only the language used to describe the decision.

Before action, name the accountable owner, affected population and workflow, exact offering or configuration, source data and rights, human decision point, exception and appeal path, complete cost, expected benefit, failure and stop conditions, retained evidence, and next review date. Keep official facts, provider statements, buyer observations, representative tests, measured outcomes, editorial inferences, and unknowns visibly separate. Reopen the record when the source, offer, model, integration, data, policy, population, responsible person, or measured result changes.