Hospital revenue-cycle software automatically injects billions in duplicate CPT codes. UNBUNDLE is the autonomous counter-battery—auditing EOB claims against federal CMS NCCI rules in 0.3 seconds.
Built strictly on published federal standards & official CMS regulatory frameworks
Hospital revenue-cycle software relies on patient exhaustion. UNBUNDLE deploys four deterministic legal and cryptographic gates where LLMs are physically barred from touching claim dollar amounts.
SQLite-backed Procedure-to-Procedure (PTP) validator intercepts mutually inclusive unbundled line items in 0.3 seconds.
Routine wellness exams and clean claims are checked against CMS NCCI tables and archived. No notifications. No alert fatigue.
The agent is physically forbidden by compiled Cedar policy from dispatching legal appeals or signing documents without the patient's explicit key.
Under 29 CFR § 2560.503-1, payors have exactly 30 calendar days to adjudicate. If they stall, remedies are deemed exhausted by operation of law.
Every stage in the UNBUNDLE pipeline adheres to an immutable verb pipeline: a hard cryptographic separation between cognitive observation and physical execution authority.
Amazon Bedrock AgentCore daemon intercepts incoming EOBs via S3 ObjectCreated events or email wire monitors.
Local SQLite tables query Column 1/Column 2 edits. Zero LLM hallucinations touching clinical codes.
Deduplicates collisions across line items, preventing double-counting and recalculating lawful patient liability.
Cedar asserts that `context.human_approval_token_valid == true` before any external dispute can be dispatched.
Patient signs with 1 tap. Cedar unseals. Statutory dispute packet citing 29 U.S.C. § 1133 is emitted.
Memorial Regional Health billed Basic Metabolic Panel (CPT 80048) alongside mutually inclusive Comprehensive Panel (CPT 80053).
Hospital appended Modifier 59 to Head CT Scan (CPT 70450) without distinct anatomical site or separate procedural documentation.
Insurer adjudicated diagnostic endoscopy (CPT 43235) as bundled, but improperly shifted charge from Contractual Obligation (CO) to Patient (PR).
Deltr tested against real Binance order books with real latency. UNBUNDLE tested against messy real-world hospital EOB exports. Here is where the LLM failed, and how we bound it.
When an EOB writes MISC SURGICAL SUPPLIES TRAY 3 or GLOBAL FACILITY OVERHEAD without a 5-digit CPT code, generic LLMs guess random codes and invent hallucinated dispute arguments.
UNBUNDLE implements a mathematical Clinical Confidence Gate. Descriptions with confidence < 0.90 are automatically quarantined. They are physically barred from the SQLite NCCI tables, preventing false-positive legal claims.
Hospital revenue-cycle engines generate millions in phantom claims by unbundling panel codes. UNBUNDLE operates as an autonomous electronic counter-battery—intercepting illegal CPT splits in 0.3 seconds before patient liability registers.
Mutually exclusive Basic vs Comprehensive metabolic panel stripped. Full $190.00 zeroed before billing.
Hospital unbundling bot appended distinct-procedural modifier. Sentinel verified shared incision and invalidated surcharge.
Insurer shifted contractual write-off into patient responsibility. Sentinel restored CO-45 write-off classification.
Ambiguous note 'MISC SURGICAL SUPPLIES' had confidence 0.25 < 0.90. Quarantined without CPT hallucination.
Launch the dedicated DashFlow console to evaluate real hospital bills, test the AWS Cedar policy gate, and inspect generated ERISA appeal packets.