Data may be accessible in principle, yet still difficult to use meaningfully in real workflows. Hospital pricing data in the U.S. is a clear example. Machine Readable Files (MRFs) are large, fragmented, and challenging to work with, making meaningful analysis difficult without the right tools. Our https://HPTC.us application was designed to address that gap. Using ChartFactor Studio and embedded analytics components, the application transforms complex healthcare pricing data