Real AI Systems.
Real Results.
We don't measure success in "tokens generated." We measure it in operational efficiency, compliance accuracy, and automation delivered.
Regulatory Intelligence Engine
Whitebox AI for High-Stakes Compliance Research
The Problem
Every strategic compliance question meant weeks of cross-referencing thousands of pages of statutory text, CMS guidance, and IRS tax codes. Teams burned premium billable hours on outside counsel just to answer routine questions. A single misinterpretation carried multi-million dollar liability risk.
What We Built
A compliance intelligence engine that answers complex regulatory questions with source-traced, auditable responses — what we call Whitebox AI. Every output includes numbered citations, verbatim regulatory excerpts, and structured risk assessments. No hallucinations. No fabricated references. Every answer is defensible.
- Research that used to take weeks now takes minutes
- Every output is a professional-grade PDF with numbered citations and source traceability
- Reduced dependency on expensive outside counsel for routine regulatory research
Duplicate Discount Prevention Platform
Finding What Was Invisible
The Problem
Millions in duplicate discount payments were leaking out undetected. Traditional batch detection covered only the slowest data — the fastest-growing segment went completely unchecked. By the time a duplicate was flagged, the payment had already left the building.
What We Built
An operations command center that detects duplicate discounts in real time, across every market segment. Users ask questions in plain English and get alert cards with confidence scores, root cause diagnoses, and one-click actions. Find, diagnose, resolve — all in one conversation.
- Multi-signal detection catches what MEF-only snapshots miss entirely
- Every duplicate traced to its exact root cause — stale data, mismatched codes, TPA error
- Full dispute cycle from Good Faith Inquiry to ADR, generated automatically with one click
Rebate Program Management Platform
From Spreadsheets to Single Pane of Glass
The Problem
Hundreds of rebate programs, each with its own contract terms, payment schedules, and utilization data — managed across disconnected spreadsheets, manual reports, and siloed systems. Accrual tracking lagged by weeks. Reconciliation meant chasing down mismatches that should have been caught instantly. Nobody had a real-time picture of the full lifecycle.
What We Built
An AI-native platform that brings the entire rebate lifecycle into one real-time dashboard. Accruals, payments, claims bucketing, and reconciliation — all in one place. Users ask questions in plain English and get instant answers with charts. Nineteen widget types for custom KPI views. No SQL. No report writers. No spreadsheets needed.
- End-to-end tracking: Accrued → Approved → Released → Paid — in one view
- NDC-level utilization tracking with automated bucketing into tier and benefit categories
- Estimated payments with automatic true-up reconciliation — everything matches to the penny
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