How the AI actually decides MassHealth eligibility
A plain-language walk through what happens between “I need help with MassHealth” and a reviewed answer — where the AI listens, where fixed rules take over, and where a human is always watching.
You talk or type
A conversation starts by voice or chat, in whatever language you’re comfortable in — no forms, no waiting room.
The AI listens for the facts
It pulls out only what you actually said — age, household size, income, immigration status — and asks one gentle follow-up if something’s missing.
Fixed rules decide, not the AI
The facts are handed to a rules engine built from real MassHealth income limits and program criteria. The AI can’t bend or guess these numbers.
Checked against real policy
Any explanation is grounded in MassHealth’s own policy documents, retrieved fresh — not recalled from memory.
A second AI reviews the wording
Before you see an answer, a separate review pass checks it’s accurate, specific, and easy to understand — and rewrites it if it isn’t.
A person is one step away
If anything falls outside what the AI can confidently handle, it hands off to a licensed caseworker — automatically, not as an afterthought.
Your identity and paycheck get verified
AI checks your ID and pay stubs against what you reported, confirming everything’s real and consistent before your case moves forward.
Your forms fill themselves
AI OCR reads your documents and auto-fills the exact MassHealth forms you need — reviewed and ready for you to download as a digital form.
Watch it move
The same eight steps, live
Every eligibility answer moves through this exact pipeline — a conversation becomes structured facts, the facts get checked against fixed rules and real policy, a second AI reviews the wording, and your identity and paperwork are verified and auto-filled before a person ever sees it.
Why you can trust the answer
The AI never decides eligibility on its own. Three guardrails make sure of it.
Deterministic eligibility rules
Income limits, FPL math, and program criteria live in code, not prompts — the AI explains the result, it doesn’t invent it.
Reflection before delivery
Every eligibility explanation is reviewed by a second pass for accuracy and clarity before a person ever reads it.
Human backup, always
Caseworkers stay in the loop for anything ambiguous, high-stakes, or outside what the AI is confident about.
While it’s checking MassHealth, it’s quietly checking for more
The same household facts get scored against other Massachusetts safety-net programs — SNAP, WIC, fuel assistance, and more — so nobody misses help they qualify for just because they didn’t know to ask.
See it work on a real question
Try HealthCompass yourself, or ask us for a walkthrough of the AI architecture in detail.