We Gave Healthcare Administrator Acuron a Secure AI Analyst, Without Touching a Single Patient Record

Company Overview

Acuron is a US-based healthcare technology company. Their SaaS platform delivers clinical and financial analytics to healthcare practices nationwide.

The US healthcare industry loses tens of billions every year, to denied claims, unbilled services, and data no one can access in time. Practice managers and billers are stuck manually chasing KPIs, reconciling AR reports, and decoding denial patterns from systems that were never built to work together.

Acuron partnered with Mobcoder AI to fix that. We built a secure, AI-driven analytics platform that brings fragmented EHR data into one place, surfaces financial insights in real time, and lets non-technical users ask questions in plain English. That too, without exposing a single patient record to external systems.

The Challenge

Healthcare practice management is complex. Administrators track performance across multiple providers, payers, and locations every single day: pulling data from EHR systems designed for documentation, not decisions.

Acuron's clients were dealing with:

Financial and clinical data locked across two separate EHR systems called Aprima and eClinicalWorks. No unified view available.
No real-time visibility into GCR%, Days in AR, Denial Rates, or Unbilled Claims
Billers and practice managers fully reliant on manual reports to answer basic operational questions
A complex eClinicalWorks FHIR R4 integration of OAuth authentication, token refresh cycles, API rate limits, and 36+ healthcare resource endpoints to sync
HIPAA rules that made it impossible to send patient data to any external AI or LLM service
AI-generated SQL queries with no guardrails. A single bad query could expose sensitive data or destroy records
Hundreds of thousands of records needing real-time financial summarization that standard tools couldn't handle

One missed denial trend costs a practice thousands in unrecovered revenue. One PHI breach can trigger federal penalties and end patient trust overnight.

The platform had to unify messy data, lock down security at every layer, and still give non-technical users instant answers.

Our Solutions

EHR Sync Engine

We built a FHIR R4-compliant sync engine for eClinicalWorks. It automatically ingests patients, practitioners, encounters, claims, and billing records across 36+ resource types. Aprima's proprietary data structures were mapped and normalized into clean, analytics-ready PostgreSQL schemas. All EHR data now flows into a single source of truth.

AI Chatbot with PHI-Safe Query Engine

We designed a Text-to-SQL workflow using Model Context Protocol (MCP). The AI gets the database context it needs but never sees raw patient data. PHI and PII are masked and encrypted before anything reaches an external LLM. Billers and practice managers type a question, get a trusted answer. That's it.

SQL Validation & Guardrail Layer

Every AI-generated SQL query goes through an automated validation loop before it runs. Errors are detected and corrected automatically. Destructive operations — DELETE, DROP, unauthorized schema access, are blocked entirely. Every query is safe. Every result is reliable.

Financial Analytics & KPI Engine

We built real-time calculation engines for the metrics that drive revenue cycle decisions: GCR%, AR Aging (0–30 through 365+ days), Payer Analysis, Provider Performance, Denial Rate tracking, and Unbilled Claims. Every report is exportable to multi-sheet Excel.

Context-Based Authentication Framework

We refactored the authentication layer with request-level context caching. The platform stopped re-validating JWT tokens and re-querying the database on every single request. Token validation overhead dropped 66–75%, with no security trade-off.

Enterprise Multi-Tenant Administration

Full admin modules built for Platform Administrators, Tenant Organizations, and Organization Users. Role-based access controls, invitation workflows, bulk user creation, and session revocation - all production-ready.

Observability & Distributed Tracing

OpenTelemetry integrated across every service. Jaeger and OTLP collectors handle distributed tracing, performance monitoring, and logging. Engineering teams have full visibility into platform health at all times.

AI and Tech Stack at a Glance

Model Context Protocol (MCP)

AWS Bedrock (Claude 3 Sonnet)

NVIDIA NIM APIs

Qdrant Vector Database

FastAPI + Python 3.12

PostgreSQL + Redis

FHIR R4 API Integration

PHI/PII Masking & Encryption Layer

Key Results Areas

Mobcoder AI transformed Acuron's fragmented healthcare data into a secure, real-time analytics engine to give a seamless experience.

66–75% reduction in authentication overhead. Context caching eliminates redundant JWT validation.

36+ FHIR resource endpoints synced automatically. Patients, claims, encounters, billing records, ingested without any manual effort.

Natural language queries. Zero PHI exposure. Billers and practice managers get answers in seconds.

Admin and Organization User modules 100% complete. 20+ endpoints built.

GCR%, AR Aging, Denial Rates, and Unbilled Claims tracked in real time. Multi-payer, multi-provider, multi-location, all in one dashboard.

Every AI query is validated before it runs. Destructive operations blocked at the guardrail layer.

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What Our Clients Say

From startups to enterprises, our clients trust us for more than just delivery — they rely on our commitment, clarity, and continuous support. See how we make a difference, one success story at a time.

Ousmane Ouane

VP Product & Business, Sportstech Brands Holding GmbH

Mobcoder's support resulted in the successful release of the apps for fitness devices and the onboarding of thousands of new customers. The professional team worked hard to deliver high-quality work according to schedule. They were highly committed, easy to work with, and efficient throughout.

Todd Williams

CEO, Booking System Software

Direct yet flexible, Mobcoder serves as a valuable development partner for the client. They advise on scoping, work within the client's time zone, and are keen on trial-and-error delivery, making them a perfect fit for the client's workflow.

Mohit Mathur

Vertical Head, Cult Fit

Mobcoder Inc delivered the project on time, and the app didn't have any bugs and had a fast response time. The team was flexible and accommodating to changes even after development. They had a practical approach to the project and communicated through in-person and virtual meetings.