ClearCycle automates the entire claim lifecycle — from discharge summary to TPA settlement. ML payer intelligence scores every line for deduction risk before you submit.
THE PROBLEM
THE SOLUTION
ML PAYER INTELLIGENCE
Our LightGBM model learns carrier-specific rejection patterns from your hospital's own remittance history. Every claim line gets a deduction probability score, a predicted amount, and a suggested action — before you submit to the TPA.
Each procedure line gets a deduction probability (0–100%) and risk tier — High, Medium, or Low — based on your payer's historical behaviour on that CPT/ICD combination.
Know the rupee impact before settlement. Per-line expected deduction and total collection rate help your billing team prioritise which claims to review before submission.
The model fine-tunes on your hospital's actual remittance data — so predictions improve as your claim history grows. Carrier profiles cover Star Health, ICICI Lombard, SBI General, Bajaj Allianz, Tata AIG, and Medi Assist.
How it works: Upload your discharge summary → AI codes the claim → Payer Intelligence scores every line → High-risk lines flagged with exact reason (e.g. "Star Health rejects implant-only CPT without attached invoice") → Billing team corrects before submission → First-pass acceptance rate improves from ~68% to ~88%.
LIVE DEMO
Sample claim: knee arthroplasty · ₹1,21,500 billed
Claim Lines
| Procedure | Amount |
|---|---|
Total Knee Arthroplasty CPT 27447 · M17.11 | ₹85,000 |
Anaesthesia – Major Orthopaedic CPT 00400 · M17.11 | ₹12,000 |
Inpatient Room (4 nights) CPT 99232 · M17.11 | ₹18,000 |
Post-op Physiotherapy (6 sessions) CPT 97110 · M17.11 | ₹6,500 |
| Total billed | ₹1,21,500 |
Risk Assessment
Select a payer and click Run Pre-Check
WHY NOW
THE IMPACT
| Metric | Before | After ClearCycle |
|---|---|---|
| Claim processing time | 3–5 days | 4–6 hours |
| First-pass TPA acceptance | 65–70% | 85–90% |
| Appeal turnaround | 3–5 days | Same day |
| TPA portal work per claim | 45–60 minutes | Automated |
| Revenue recovered monthly | Baseline | +₹20–36 lakhs |
BUILT FOR INDIAN HEALTHCARE
DPDP Act 2023 — processing basis documented for every data touch
7-year claim audit trail per IRDAI guidelines
ICD-10-CM with CCI edits and MUE validation built in
NHCX-ready FHIR R4 claim bundle generation
AWS ap-south-1 — patient data never leaves India
Doctor OTP sign-off — medicolegally defensible record
We're offering a 3-month free pilot to the first hospitals we onboard. No commitment. Full pipeline live within 2 weeks.
Contact Sales