About the platform
How DiscoverSeniorBenefits decides what you qualify for.
A short, honest explanation of the methodology, sources, privacy posture, and coverage scope. Every claim on this site is anchored in an official .gov source — and you can see which one on every program in your results.
Trust model
Two layers, with a strict line between them. AI never decides eligibility.
Most AI eligibility tools let a chatbot make the call about whether you qualify. That is how hallucinated programs and wrong income limits get into people's results. This system separates the two responsibilities completely.
Layer 1
Deterministic rule engine
Each program's eligibility logic is encoded as code, by hand, from its official source. The same profile run against the same rules always returns the same answer. No probabilistic reasoning, no model decisions, no surprises.
- Hand-coded JSON rules per program
- Each rule pinned to a specific .gov source URL
- Versioned in a public Git repository
- Unit-tested against representative profiles
Layer 2
Plain-English narrator
Once Layer 1 has decided whether a profile qualifies, an AI model translates the legalese into plain English: what the program is, why this profile qualifies, what to do next. The model is constrained against fabricating program details.
- Used only to translate, never to decide
- Cannot invent program names or URLs
- Cannot change a qualification status
- Output checked against the rule engine before display
Sources
Every program, sourced from .gov.
No third-party content aggregators. No AI-summarized rules. Each program in the directory links back to its official federal or state agency source page.
Federal sources
cms.gov, ssa.gov, va.gov, energyhelp.us, hhs.gov
California sources
dhcs.ca.gov, cdss.ca.gov, sco.ca.gov, cpuc.ca.gov, calhfa.ca.gov
Kentucky sources
chfs.ky.gov, revenue.ky.gov, kynect.ky.gov
Verification cadence
Every program is re-checked against its source at least once per quarter. Each result shows a 'Last verified' date.
Public methodology
The rule definitions are kept in a public Git repository. Anyone can audit the logic that decided their result.
Privacy
CCPA/CPRA compliant by design.
Operating from California means following the strictest U.S. consumer privacy law from day one. Data minimization is the default, not an afterthought.
Never collected
- Social Security number
- Exact date of birth
- Specific medical diagnoses
- Exact dollar values of assets
Your rights
- Data never sold, shared, or rented
- Opt out of analytics anytime
- Privacy questions answered personally
- Operating under California's CCPA/CPRA
Coverage
California, Florida, and Kentucky. More states soon.
Coverage expands one state at a time. Each state's federal, state, and county programs are encoded and verified against official .gov sources before it goes live — so every program in your results traces back to a source you can check.
Currently covered
594 programs covered today.
- Federal
- 19
- California
- 196
- Florida
- 249
- Kentucky
- 130
More are added as their eligibility rules are encoded and verified.
Roadmap
Additional state coverage will roll out as program rules are encoded and verified. Sign up for updates from the newsletter to hear when a new state goes live.
Questions, corrections, or coverage requests?
Spotted a rule that's out of date, or a program that should be covered? Every email is read.
A product of Pursova LLC