The ClearCycle Blog
Claims intelligence for Indian hospitals
Data-driven insights on TPA behaviour, medical coding, denial patterns, and the future of health insurance in India.
Claim Denials
Why Indian Hospitals Lose Crores to Insurance Claim Denials — And How to Stop It
Indian private hospitals lose ₹8,000 crore annually to avoidable claim denials. The patterns are predictable — and fixable before a claim ever reaches a TPA.
October 2026 · 6 min read
Medical Coding
5 ICD-10 Coding Mistakes Indian Hospitals Make That Cost Them on Every Claim
TPAs now use algorithmic review engines that catch coding errors that would have passed manual review. These five mistakes account for most first-pass rejections.
October 2026 · 5 min read
NHCX & Compliance
How NHCX Will Change Insurance Claims for Indian Hospitals
IRDAI's National Health Claims Exchange is moving from pilot to mandatory adoption. Here's what FHIR R4 means for your hospital's billing workflow.
October 2026 · 7 min read
Payer Intelligence
TPA Rejection Patterns: What Star Health and ICICI Lombard Consistently Deny
Every TPA has systematic rejection patterns that go beyond written policy terms. Here are the ones causing the most denials at Indian private hospitals.
October 2026 · 8 min read
ROI & Pricing
RCM Automation ROI for Indian Private Hospitals: The Numbers
A data-driven breakdown of the ROI from revenue cycle automation for a hospital billing ₹2 crore per month — first-pass rates, recovered revenue, and payback period.
October 2026 · 6 min read