Clarity is a health navigation companion that guides young adults through the complexity of the American healthcare system — starting at the moment of highest confusion and lowest support: first-time open enrollment.
The core insight: the health system creates dependency at every touchpoint, then abandons users at the moment of crisis. Nobody ever taught them how the system works because everyone around them had an incentive to keep them dependent.
Clarity's intelligence is powered by a domain knowledge graph — 100 triples across 5 entity clusters plus 15 cross-cluster reasoning chains. The graph is centered on the User, with all other clusters radiating outward and connecting back to a single person's specific situation.
The User cluster is the center of gravity for the entire knowledge graph. Every other entity — insurance plan, provider, bill, health event — only matters in relation to one specific person's situation. This is what makes Clarity a companion, not a reference tool.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 1 | User | HAS | Insurance Plan |
| 2 | User | EARNS | Income Bracket |
| 3 | User | LIVES_IN | Location |
| 4 | User | HAS_CONDITION | Health Status |
| 5 | User | CAN_AFFORD | Monthly Premium |
This is the cluster the user faces first — and understands least. HMO vs PPO vs HDHP, deductibles vs premiums vs copays, in-network vs out-of-network. Every entity here needs to be translatable into plain language. That translation is Clarity's core job at open enrollment.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 6 | Insurance Plan | HAS_TYPE | HMO |
| 7 | Insurance Plan | HAS_TYPE | PPO |
| 8 | Insurance Plan | HAS_TYPE | HDHP |
| 9 | Insurance Plan | HAS_COST | Monthly Premium |
| 10 | Insurance Plan | HAS_COST | Deductible |
| 11 | Insurance Plan | HAS_COST | Copay |
| 12 | Insurance Plan | HAS_COST | Coinsurance |
| 13 | Insurance Plan | HAS_LIMIT | Out-of-Pocket Maximum |
| 14 | Insurance Plan | INCLUDES | In-Network Providers |
| 15 | Insurance Plan | EXCLUDES | Out-of-Network Providers |
| 16 | Insurance Plan | REQUIRES | Primary Care Physician |
| 17 | Insurance Plan | COVERS | Preventative Care |
| 18 | Insurance Plan | COVERS | Mental Health |
| 19 | Insurance Plan | COVERS | Prescriptions |
| 20 | Insurance Plan | COVERS | Emergency Care |
| 21 | Employer | CONTRIBUTES_TO | Monthly Premium |
| 22 | Employer | SETS | Enrollment Window |
| 23 | Employer | DEFINES | Waiting Period |
| 24 | HDHP | PAIRS_WITH | HSA Account |
| 25 | User | SELECTS | Insurance Plan |
After enrollment comes navigation. The care system cluster maps how users find, access, and pay for care — and where the most costly mistakes happen. Clarity intervenes before the visit, not after the bill.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 26 | Care System | HAS_PROVIDER | Primary Care Physician |
| 27 | Care System | HAS_PROVIDER | Specialist |
| 28 | Care System | HAS_PROVIDER | Urgent Care |
| 29 | Care System | HAS_PROVIDER | Emergency Room |
| 30 | Care System | HAS_PROVIDER | Telehealth |
| 31 | Primary Care Physician | SERVES_AS | First Point of Contact |
| 32 | Specialist | REQUIRES | Referral (HMO) |
| 33 | Urgent Care | COSTS_LESS_THAN | Emergency Room |
| 34 | Telehealth | IS_COVERED_BY | Most Modern Plans |
| 35 | Visit Type | HAS_CATEGORY | Preventative |
| 36 | Visit Type | HAS_CATEGORY | Acute |
| 37 | Preventative Visit | IS_FREE_UNDER | ACA Guidelines |
| 38 | Acute Visit | TRIGGERS | Copay |
| 39 | Emergency Room Visit | TRIGGERS | Deductible |
| 40 | Provider | HAS_STATUS | In-Network |
| 41 | Provider | HAS_STATUS | Out-of-Network |
| 42 | In-Network Provider | COSTS_LESS_THAN | Out-of-Network Provider |
| 43 | HMO Plan | REQUIRES | Referral for Specialist |
| 44 | PPO Plan | ALLOWS | Direct Specialist Access |
| 45 | User | SHOULD_VERIFY | Network Status Before Visit |
Health events are the moments Clarity anticipates — before they become expensive crises. The most powerful insight in this cluster: preventative care breaks the negative spiral of undetected conditions, unplanned spending, and financial stress that causes users to avoid care further.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 46 | Health Event | HAS_TYPE | Preventative |
| 47 | Health Event | HAS_TYPE | Acute |
| 48 | Health Event | HAS_TYPE | Chronic |
| 49 | Preventative Event | PREVENTS | Acute Crisis |
| 50 | Annual Physical | IS_COVERED_AT | Zero Cost (ACA) |
| 51 | Blood Panel | DETECTS | Early Risk Indicators |
| 52 | Early Risk Indicator | TRIGGERS | Preventative Action |
| 53 | Preventative Action | COSTS_LESS_THAN | Crisis Treatment |
| 54 | Acute Event | TRIGGERS | Unplanned Spending |
| 55 | Mental Health Episode | IS_COVERED_BY | Modern Insurance Plans |
| 56 | Chronic Condition | REQUIRES | Ongoing Care Plan |
| 57 | Chronic Condition | INCREASES | Annual Healthcare Cost |
| 58 | Life Stage Trigger | REQUIRES | Insurance Re-evaluation |
| 59 | New Job | IS_A | Life Stage Trigger |
| 60 | Aging Out of Parent Plan | IS_A | Life Stage Trigger |
| 61 | Moving to New City | AFFECTS | Provider Network Access |
| 62 | EOB Received | REQUIRES | Plain Language Translation |
| 63 | Lab Result | REQUIRES | Contextual Explanation |
| 64 | Enrollment Window | HAS_DURATION | 2–3 Weeks |
| 65 | User | EXPERIENCES | Life Stage Trigger |
This is where the system most deliberately confuses people. Bills designed to obscure. EOBs that look like bills but aren't. CPT codes nobody explains. Financial assistance programs nobody mentions. Clarity's job here is radical transparency — turning every document into plain language before panic sets in.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 66 | Financial Document | HAS_TYPE | EOB |
| 67 | Financial Document | HAS_TYPE | Medical Bill |
| 68 | EOB | IS_NOT | Medical Bill |
| 69 | EOB | SHOWS | What Insurance Paid |
| 70 | Medical Bill | SHOWS | Patient Responsibility |
| 71 | Itemized Bill | CONTAINS | CPT Codes |
| 72 | CPT Code | REQUIRES | Plain Language Translation |
| 73 | Surprise Bill | VIOLATES | No Surprises Act (2022) |
| 74 | Patient Responsibility | EQUALS | Bill Minus Insurance Payment |
| 75 | User | HAS_RIGHT | Request Itemized Bill |
| 76 | Hospital | OFFERS | Financial Assistance Program |
| 77 | Financial Assistance | IS_UNKNOWN_TO | Most Patients |
| 78 | HSA | REQUIRES | HDHP Enrollment |
| 79 | HSA | PROVIDES | Triple Tax Advantage |
| 80 | FSA | HAS_RULE | Use It or Lose It |
| 81 | Medical Debt | CAN_AFFECT | Credit Score |
| 82 | Payment Plan | IS_AVAILABLE_AT | Most Hospitals |
| 83 | Payment Plan | IS_UNKNOWN_TO | Most Patients |
| 84 | User | SHOULD_NEGOTIATE | Medical Bill |
| 85 | Clarity | TRANSLATES | Financial Document → Plain Language |
These 15 triples are what transform Clarity from a reference tool into a reasoning engine. Each one connects two or more clusters to produce an insight that no single cluster could generate alone.
| # | Entity A | Relationship | Entity B |
|---|---|---|---|
| 86 | User (healthy, low income) | SHOULD_SELECT | HDHP + HSA |
| 87 | User (chronic condition) | SHOULD_SELECT | PPO |
| 88 | User (new city) | MUST_REVERIFY | In-Network Providers |
| 89 | Life Stage Trigger | INITIATES | Full Plan Re-evaluation |
| 90 | Preventative Visit | REDUCES | Long-Term Financial Risk |
| 91 | Unmet Deductible | AFFECTS | Cost of Acute Visit |
| 92 | HSA Balance | OFFSETS | Out-of-Pocket Cost |
| 93 | Out-of-Network Visit | GENERATES | Surprise Bill Risk |
| 94 | Surprise Bill | TRIGGERS | No Surprises Act Protection |
| 95 | Mental Health Visit | IS_COVERED_EQUALLY | Physical Health Visit |
| 96 | Annual Physical | PREVENTS | Undetected Chronic Condition |
| 97 | Undetected Chronic Condition | INCREASES | Medical Debt Risk |
| 98 | Employer | FUNDS | Clarity Access |
| 99 | Clarity | BUILDS | User Health Literacy Over Time |
| 100 | Health Literate User | COSTS_LESS_THAN | Uninformed User (to employer) |
The knowledge graph is strong — but intellectual honesty requires naming the gaps. These are the open questions that represent the highest risk to Clarity's model.
| Risk Area | Open Question | Implication |
|---|---|---|
| Trust | Will employees trust an employer-funded health tool? | Structural privacy must be visible, not just stated |
| Activation | Will users engage during open enrollment or ignore it? | Onboarding experience is make-or-break |
| Regulation | Does giving plan recommendations trigger insurance advisor licensing requirements? | Legal review needed before launch |
| Data | What health data can Clarity access, store, and use? | HIPAA compliance architecture required |
| Human Consultants | How do you source, vet, and scale on-demand health advisors? | Quality and liability framework needed |
| Employer Sales | Which employer segment buys first — and why now? | Go-to-market strategy undefined |
Clarity enters at the moment of highest anxiety — first open enrollment — solves it, earns trust, and becomes the person users call when: