Map the workflow
Document the trigger, current workaround, inputs, and acceptance criteria.
PRICE TRANSPARENCY FILE QA · HEALTHCARE ADMIN
Check a hospital price-transparency file before an executive attests to it.
A public-data validation and monitoring concept for hospital machine-readable files: format, required fields, completeness signals, change history, and review evidence—without patient data or clinical decisions.
Currently: research preview · synthetic data · no customer claims
RESEARCH PREVIEWSYNTHETIC
Synthetic MRF preflight report
CMS template structure3 blocking errorsFAIL
2026 attestation fieldsOfficial name missingREVIEW
Allowed-amount lookback12 months declaredEVIDENCE
Decision support, not a decision.→
FREE / LOCAL FILE SCREEN
Check visible 2026 field signals without uploading the file.
Select a hospital JSON or CSV MRF. The browser reads only the first 1 MB locally; the file does not leave your device. This is an early screen, not full schema validation.
01 / THE TRIGGER
A hospital must publish and maintain a machine-readable price-transparency file while operations, revenue-cycle, compliance, and leadership need confidence that the file follows current CMS requirements.
Teams combine vendor exports, technical scripts, CMS guidance, spreadsheets, and manual review. A malformed or incomplete file can create rework, leadership uncertainty, and regulatory follow-up even when the underlying pricing process is legitimate.
02 / SAMPLE OUTPUT
A useful answer before a sales form.
This preview shows the shape of the output with synthetic inputs. Nothing here is personalized advice or production evidence.
RESEARCH PREVIEWSYNTHETIC
Synthetic MRF preflight report
CMS template structure3 blocking errorsFAIL
2026 attestation fieldsOfficial name missingREVIEW
Allowed-amount lookback12 months declaredEVIDENCE
Decision support, not a decision.→
03 / HOW A PILOT WORKS
Test a narrow output
Use synthetic or explicitly approved sample data in a scoped report.
Decide with evidence
Continue only if the workflow helps and a buyer makes a commercial commitment.
04 / FIT
Built for a narrow buyer.
Worth a conversation if you are…
✓ Hospital compliance and revenue-cycle teams responsible for public MRFs
✓ Consultants and vendors preparing hospital price-transparency files
✓ Health systems seeking timestamped validation evidence across facilities
Not the right fit for…
— Legal advice or a CMS compliance determination
— Validation of patient-level claims or protected health information
— A guarantee against warnings, corrective actions, or penalties
05 / FOUNDING OFFER
A founding preflight for one publicly available hospital MRF: current-format checks, missing-field and consistency findings, a remediation register, and timestamped review evidence.
06 / WHAT IS TRUE TODAY
MRF Preflight is a validation-stage administrative QA concept, not legal advice, certification, or a determination of CMS compliance.
The public form accepts no files, credentials, claims, patient information, payer contracts, or confidential pricing material; the proposed review begins with a publicly posted MRF URL.
Whether HIPAA, contractual, security, or other obligations apply depends on the final workflow and data handled and must be reviewed before any production engagement.
07 / STRAIGHT ANSWERS
Questions this test must answer.
Does this replace CMS tools or legal review?+
No. The proposed report organizes technical findings and evidence for human review; CMS guidance and qualified advisers remain authoritative.
What changed for 2026?+
CMS states that updated requirements are effective in 2026 and enforcement began April 1, including attestation and additional machine-readable-file data elements.
Will you ingest private claims data?+
Not in this validation test. The initial scope is limited to public files and non-confidential review context.
2026 / PRACTICAL GUIDES
Review the requirements before the file.
08 / YOUR SIGNAL
Choose the commitment that matches your intent.
We use these details to separate useful buyer evidence from general curiosity.