7 products in production/LDN --:--:--

Healthcare / Operations

Healthcare / Operations case study — how Meritt Dev built and runs Hospice operator: supply invoices, room-and-board bills and Medicaid checks off the spreadsheet Hospice operator: supply invoices, room-and-board bills and Medicaid checks off the spreadsheet

A hospice operator across four US states, with 27 branches and 19 billing facilities, checked every medical-supply invoice line by line against its contract price list, reconciled nursing-home room-and-board invoices by hand against patient rosters and rate letters, and keyed bills into its accounting system manually.

Case 14 / 14
meritt.dev
Hospice operator: supply invoices, room-and-board bills and Medicaid checks off the spreadsheet — screenshot

Overview

We built the reconciliation platform its finance team now runs on. Meritt's co-founder led the implementation, working with our US partner studio.

  1. [01]

    The challenge

    Three different reconciliations, each with its own sources: supplier invoices against contract pricing, room-and-board bills against the clinical system's census and each patient's Medicaid share, and medical claims against CMS fee schedules. All of it under a healthcare data agreement, with access limited by role.

    The team wanted every case reviewed by a person, with automation switched off until the numbers had been proven on real invoices.

  2. [02]

    What we built

    One application with role-scoped workflows: supplier invoice reconciliation with mailbox intake from a forwarding group, room-and-board reconciliation on a replica of the clinical system, Medicaid eligibility checks through a clearinghouse API, CMS rate parsers for physician, equipment and ambulance schedules, claims and denial letters, a prepaid close workflow, consent-packet review and per-patient payment PDFs ready for the accounting system.

    AI extracts the fields from invoices and remittances, and a knowledge layer over the company's documents answers questions within each role's permissions.

    Next.js on Azure Container Apps with Postgres, blob storage and Azure AI Search, provisioned with Terraform.

  3. [03]

    Where it is now

    Data agreement signed and environment live on 22 July; first real supplier file on 10 August; supervised production testing on real invoices from 9 September.

    One August week of supplier invoices: 571 invoices and 3,070 lines processed with 912 exact matches, 19 lines flagged over contract and nothing quarantined. Room-and-board payables in the thousands of dollars per facility now go out as reviewed, documented approvals instead of spreadsheet reconciliations.

Next case — Sales / SaaSLeadCall →