Medicare pays for none of it as a benefit in its own right, which is consistent with the rest of Medicare's treatment of custodial care. What Medicare does say is worth knowing because families assume the opposite: attending an adult day program does not break the homebound condition for the home health benefit. Medicare.gov states, in the eligibility discussion for home health services, "You can still get home health care if you attend adult day care." So the two can run together, and a household should not choose between them on a mistaken belief that they conflict.
Medicaid is the main public payer, and the mechanism is the waiver. 42 CFR 440.180(b) lists the services a state may include in a home and community-based services waiver, and "Adult day health services" is item (b)(5) on that list, "as they are defined by the agency and approved by CMS". Two consequences follow from that phrasing. What the service includes is defined by the state, so coverage genuinely differs from one state to the next. And because a waiver is a waiver, a state may cap the number of people it serves, which is why waiting lists exist for something a state formally covers.
There is also a small, precise carve-out worth knowing. 42 CFR 441.310(a)(2) makes federal financial participation unavailable for room and board, and in defining "board" it says the term "does not include meals provided as part of a program of adult day health services as long as the meals provided do not constitute a 'full' nutritional regimen." So the lunch at a day program is not the excluded "board", and a family should not assume meals are billed separately for that reason.
PACE is the model built around the day center, and almost nobody has heard of it. A Program of All-Inclusive Care for the Elderly, governed by 42 CFR part 460, uses a PACE center as, in the regulation's words, "the focal point for coordination and provision of most PACE services". Eligibility under 42 CFR 460.150 is four conditions: 55 or older; determined by the state administering agency to need the level of care its Medicaid plan requires for nursing facility services; residing in the organization's service area; and able, at enrollment, "to live in a community setting without jeopardizing his or her health or safety". Notably, 460.150(d) says eligibility "is not restricted to an individual who is either a Medicare beneficiary or Medicaid beneficiary".
What a participant gets is unusually broad. 42 CFR 460.92 requires the benefit package to include all Medicare-covered services, all Medicaid-covered services under the state plan, and "other services determined necessary by the interdisciplinary team to improve and maintain the participant's overall health status". 42 CFR 460.90(a) then removes the usual limits: Medicare and Medicaid "benefit limitations and conditions relating to amount, duration, scope of services, deductibles, copayments, coinsurance, or other cost-sharing do not apply", and 42 CFR 460.94(b)(5) waives the custodial care exclusion at 42 CFR 411.15(g) for services provided to participants. The trade sits in the next paragraph: while enrolled, a participant "must receive Medicare and Medicaid benefits solely through the PACE organization". The center itself is defined at 42 CFR 460.6 as a facility that includes "a primary care clinic, and areas for therapeutic recreation, restorative therapies, socialization, personal care, and dining".
The payment structure is where PACE becomes a household finance question. CMS pays the organization a prospective monthly capitation for each Medicare participant, and the state pays a negotiated monthly capitation for each Medicaid participant. 42 CFR 460.186 then sets what the participant pays, and the pattern is the reverse of what people expect. A participant with Medicare Parts A and B who is not eligible for Medicaid pays a monthly premium equal to the Medicaid capitation amount, in other words they privately fund the share a state would otherwise have paid. Someone with only Part A, or only Part B, pays that amount plus the capitation rate for the part they lack. And a participant eligible for both Medicare and Medicaid, or for Medicaid alone, may not be charged a premium at all. PACE is therefore close to free for a dual eligible and a substantial private expense for someone just above the Medicaid line.
The tax treatment turns on two conditions that catch families out. A day program can be a creditable dependent care expense, but IRC 21(b)(1)(B) and (b)(1)(C) require the qualifying individual to be physically or mentally incapable of self-care and to have the same principal place of abode as the taxpayer for more than half the year. Then IRC 21(b)(2)(B)(ii) adds a second condition for care provided outside the household: for a qualifying individual who is not a child under 13, expenses count "only if incurred for the care of ... a qualifying individual ... who regularly spends at least 8 hours each day in the taxpayer's household." So a parent who lives with you and comes home every evening can support the expense; a parent living in their own house across town cannot, however much you pay for their program. IRC 21(b)(2)(C) adds that where the care is provided by a dependent care center, the center must comply with all applicable state and local laws and regulations. The mechanics of the credit itself, and of the workplace account that competes with it, are on our child and dependent care credit and dependent care FSA pages.
The arithmetic families should actually run. The question is not whether the program is expensive in isolation but what the alternative costs. A caregiver who drops to part-time or leaves work loses current earnings, and also loses employer retirement contributions, Social Security credits for those years, and the compounding on both. Set the annual cost of the program against the after-tax value of the earnings it preserves, and adjust for any dependent care tax benefit that the two conditions above actually allow. That is a comparison a household can do, and it is a different comparison from the one the price tag invites.