Medicaid work requirements start by January 1, 2027. Will AI explain them correctly?
Under federal law (H.R. 1), states must implement community engagement requirements and more frequent renewals for many expansion adults. Residents will ask AI first. Prolifico and Adobe Brand Visibility help your agency be the accurate answer.
Chapters (20)
- 0:00 Constituents are asking AI
- 0:06 H.R. 1 and a parent's first questions
- 0:22 Constituents ask AI first
- 0:41 Is any of this reaching constituents?
- 1:04 You can't see the AI layer
- 1:24 Why AI gets it wrong
- 2:02 Four outcomes at stake
- 2:37 Adobe Brand Visibility and Prolifico
- 3:05 Demo: Overview and Visibility Overview
- 4:00 Demo: Medicaid topics and prompts
- 4:31 Demo: What AI actually says
- 5:03 Demo: Topic and source opportunities
- 5:38 Demo: Market Comparison
- 5:57 From evidence to action
- 6:06 Demo: Simplify Complex Content
- 6:53 Demo: Recover Content Visibility
- 7:07 Demo: Tracking an outcome in Brand Presence
- 7:42 How Adobe Brand Visibility supports each outcome
- 8:33 Six weeks to launch, then ongoing support
- 9:13 See where your agency stands
See how an agency finds and fixes what AI says about Medicaid changes.
A short walkthrough using a mock agency and sample data: the questions residents ask, the answers AI gives, the sources it cites, and how the fix is previewed and deployed.
The rules your residents will search for.
Summary of publicly reported federal requirements. Each state's implementation details, start date and exemptions vary, and agencies should rely on their own policy guidance.
80 hours a month
Many Medicaid expansion adults must show at least 80 hours a month of work, job training, school, community service or a combination, or meet an income test.
Renewals every six months
For the same group, eligibility is redetermined every six months instead of annually, doubling the moments when coverage can be lost.
Exemptions
Certain groups, such as pregnant women, parents or caregivers of a dependent child, and some people with disabilities, are exempt. Residents need to find out if they are.
States are already racing to raise awareness
Arizona’s Medicaid agency (AHCCCS) launched KeepMyAHCCCS.com on September 8, 2026 for the nearly 417,000 members who could be affected. Awareness is the central challenge, and search, increasingly AI, is where people will land first.
Questions your agency should be the answer to.
- “Do I have to work to keep my Medicaid?”
- “How many hours do I need to work for Medicaid?”
- “Am I exempt from the Medicaid work requirement?”
- “How do I report my hours to Medicaid?”
- “When do the new Medicaid rules start in my state?”
- “Why did my Medicaid renewal change to every six months?”
- “What counts as community service for Medicaid?”
If AI gets it wrong, people lose coverage.
Outdated pages, third-party summaries and social posts can all outrank an agency's own guidance. Wrong answers about deadlines, exemptions and how to report hours mean avoidable denials and calls.
A focused Brand Visibility launch for Medicaid.
Use the standard six-week launch, scoped to Medicaid and the new requirements, then keep monitoring as state guidance evolves.
Week 1: Discover
Audiences, counties, languages, exemption groups and the questions residents ask.
Week 2: Create
A Medicaid prompt library: eligibility, work requirements, exemptions, reporting, renewals.
Week 3: Configure
Agency, peer state and county setup in Adobe Brand Visibility.
Week 4: Measure
Baseline of what AI says today and which sources it cites.
Week 5: Analyze
Benchmark against peer states and find the sources shaping answers.
Week 6: Report
A prioritized plan: content, accessibility and technical fixes.
Five outcomes AI visibility helps you move.
AI visibility is a leading indicator. Pair it with the program KPIs your leadership already tracks.
Raise awareness
Affected residents know the changes exist, whether they apply, and where the official answer is. Track citations on “what is changing” and “does this affect me” prompts.
Prevent avoidable coverage loss
Wrong or missing answers about deadlines, documents, exemptions and notices cause missed steps. Track accuracy and time to fix.
Maintain coverage
Renewal and reporting prompts are ongoing. Track citations and accuracy on renewal, reporting and exemption prompts, including non-English.
Increase new enrollment
New applicants search before they apply. Track presence on “how to apply” and eligibility prompts.
Reduce misinformation and staff burden
Fewer confused residents means fewer repeat calls. Track inaccurate answers found and corrected.
Content that AI can find, trust and cite.
Plain-language explainers
Who is affected, what counts, how to report hours, and when deadlines apply, in multiple languages.
Exemption guidance
A clear way for residents to find out whether they are exempt and how to document it.
Accessible by design
Section 508 and WCAG-conformant pages, forms and PDFs so every resident can use them.
Structured, current pages
FAQ and how-to structure, last-updated dates and clean technical delivery that AI agents can read.
Sources: AHCCCS: Launch of KeepMyAHCCCS; Georgetown CCF implementation tracker; Colorado HCPF H.R. 1 FAQ. Requirements and timing are summarized as of the date of this page and may change.
Don't let January 1 be the first time residents hear about it.
Start a Medicaid readiness program with Prolifico.
Frequently asked questions
When do the Medicaid work requirements start?
Federal law (H.R. 1) requires states to implement community engagement requirements for many Medicaid expansion adults no later than January 1, 2027. Start dates and details vary by state, so rely on your agency's guidance.
What do the requirements say?
Affected adults must show at least 80 hours a month of work, job training, school or community service, or meet an income test, and eligibility is redetermined every six months. Certain groups are exempt.
How can Brand Visibility help our Medicaid agency?
It measures what AI assistants say about the new rules, which sources they cite, and where answers are wrong or missing, then prioritizes fixes so your official guidance is the answer.
Can we launch before January 2027?
The standard launch takes about six weeks. Contact us to scope a readiness sprint focused on Medicaid.