Phase 2. Medical Financing Knowledge Hub and Content Architecture
The team built a 47 page medical financing knowledge hub designed from the ground up for passage level citability. This was a purpose built content architecture. Every page in the hub was built to answer a specific patient question in a format that an AI system could extract, attribute, and cite.
The hub was organized into five content clusters.
Surgery Financing (14 pages) covered payment options for orthopedic procedures, bariatric surgery, cardiac procedures, and outpatient surgery. Each page followed a consistent structure: a direct two sentence answer at the top, a detailed explanation section, a comparison table of financing options, eligibility criteria in structured list format, and a geographic availability section tied to the platform’s Texas and Florida provider network.
Dental Payment Plans (9 pages) covered implants, orthodontics, cosmetic dentistry, and emergency dental work. These pages were structured around the specific cost ranges patients face. A page on dental implant financing opened with the average cost range for a single tooth implant, abutment, and crown ($3,100 to $5,800 per implant according to the American Dental Association Health Policy Institute Survey of Dental Fees, as reported by Forbes Health), then walked through how the platform’s zero interest installment structure compared with traditional dental financing options.
Fertility Treatment Financing (8 pages) covered IVF, egg freezing, fertility medications, and related procedures. The average cost of a single IVF cycle in the United States runs $15,000 to $20,000, and can exceed $30,000 when a donor egg is involved, according to U.S. Department of Health and Human Services estimates reported by Stanford’s Institute for Economic Policy Research. These pages addressed the specific financial burden of repeat cycle treatments and how installment plans could spread the cost across 12 to 24 months without interest accrual.
Medical Bill Management Guides (10 pages) covered broader educational topics like understanding explanation of benefits statements, negotiating with hospital billing departments, and comparing financing options when insurance covers only a portion of the procedure.
Provider and State Guides (6 pages) were location specific pages for Texas and Florida detailing which provider categories accepted the platform, how approval worked at the point of care, and state specific patient financial protection regulations.
Every page in the hub included what we called “citation anchors”: standalone passages of 40 to 60 words that directly answered a specific question a patient might ask. These passages were formatted with clear subheadings, followed by supporting detail, and structured so an LLM could extract the answer without pulling in unrelated content. We wrote 189 citation anchors across the 47 pages.
The content architecture also included an internal linking structure that connected cluster pages to each other and to the platform’s product pages. This created topical authority signals that both traditional search engines and AI citation systems use to evaluate source reliability.
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