1. Editorial Independence & Commercial Ethics
Our mission is singular: helping families make informed, dignified care choices for aging loved ones. To maintain absolute trust, our editorial research and ratings operate with complete independence from commercial relationships.
- No Pay-to-Play Placements: Senior care providers cannot purchase favorable placement, star ratings, or editorial recommendations in our directory.
- Referral Fee Independence: Editorial evaluations, state cost summaries, and care comparisons are never contingent on whether a facility pays placement or referral fees.
- Transparent Ownership Disclosures: Whenever ownership structures or corporate parent affiliations are known, they are documented to give families full visibility.
2. 5-Step Factual Verification & Review Protocol
Every guide, cost benchmark, and provider profile published on familles.care undergoes a multi-stage verification cycle before release:
Step 1: Primary Source Anchoring
We anchor provider records to primary state licensing databases, CMS Medicare/Medicaid Care Compare datasets, and the National Provider Identifier (NPI) Registry.
Step 2: Cost Benchmark Verification
Cost figures are validated against official state surveys (such as the CareScout Cost of Care Survey) and cross-checked with state Medicaid reimbursement floors.
Step 3: Clinical & Care Taxonomy Review
Content categorizations adhere strictly to established clinical definitions from the National Institute on Aging (NIA), CDC, and Alzheimer's Association.
Step 4: Plain-Language Accessibility Audit
Medical and regulatory terminology (e.g., ADLs, Medicaid HCBS waivers, observation status) is translated into clear, empathetic, family-accessible explanations.
Step 5: Ongoing Regulatory Re-Indexing
Official health inspection citations, federal survey results, and licensing actions are re-indexed continuously so families have access to up-to-date compliance records.
3. AI Assistance & Algorithmic Transparency
We utilize automated data processing and machine learning tools responsibly to standardize public records and improve directory accessibility:
- Human-Supervised Synthesis: AI models assist with extracting facts from complex inspection PDF reports, but cannot publish ungrounded claims.
- Ground Truth Enforcement: AI-generated search summaries and conversational capsules are programmatically verified against structured database records before rendering.
- No Automated Endorsements: Algorithms never make subjective care quality recommendations or assign sponsored weightings.
4. Corrections & Discrepancy Policy
We are committed to swift corrections when inaccuracies or outdated data points are identified. If you are a family member, caregiver, or senior care provider and notice a discrepancy:
- Email our editorial desk directly at editorial@familles.care with the relevant URL and details.
- Our research team investigates all inquiries within three business days.
- Confirmed factual corrections are reflected promptly on the live site.
Explore Our Research & Methodology
Dive into the statistical models, data sources, and Census demographic calculations behind our national cost benchmarks.