Client Snapshot
- Industry: Healthcare (long-term care physicians, US)
- Client: US physician group (under NDA)
- Headquarters: United States
- Timeline: January 2026 to launch in July 2026
- Team: 1 AI Architect · 2 Backend Engineers · 1 Frontend Engineer · 1 Cloud/DevOps Engineer · 1 Project Manager
- Services: AI Solutions · AI Agents and Automation · Platform Development · Healthcare Integrations · Cloud/DevOps
- Stack: Claude (Anthropic) · OpenAI · NestJS · PostgreSQL 16 · Redis + BullMQ · React 19 · Playwright · Stedi · Terraform · AWS
- Traction: About 1,400 claims processed in the 90 days to October 2026
The Problem
Physicians wrote notes in each facility's EHR, and coders turned every note into codes and a claim by hand, in a different system.
The problem wasn't writing the note. It was everything between the note and getting paid.
- Coding by hand: every note has to be read to pick ICD-10 diagnoses, CPT codes and modifiers.
- Systems that don't talk: PointClickCare, athenahealth, Elation Health, DrChrono and NextGen, some without a usable API.
- Clearinghouse work: eligibility checks, claim submission and remittances all run on X12 standards.
- PHI everywhere: several medical groups on one platform, each needing its data isolated and every access logged.
- Care coordination: care teams and patients need to talk inside the same system that holds the record.
The Solution
We built one modular platform that follows the money: from the visit, to the note, to the code, to the claim, with compliance checks at each step.
AI Core
- Multi-model by task: Claude (Sonnet 4, Opus 4.5 and 4.6, Haiku) and OpenAI (GPT-5, GPT-4o, GPT-4o-mini) through OpenRouter, each used where it fits best.
- AI Scribe: drafts clinical notes and stages them for physician review and approval.
- Automated coding: extracts ICD-10 codes from the note and selects CPT codes and modifiers by visit complexity.
- Clinical triage: AI-assisted triage and care coordination.
- Prompts under control: versioned prompts managed in the database, with usage tracked.
Billing Automation Agent
- Separate service: Node.js and Playwright with an isolated browser context per system; APIs where they exist, UI automation where they don't.
- End to end: EHR, then LLM clinical analysis, then ICD-10 and CPT coding, then the claim captured in the billing system, with compliance validation.
- Clearinghouse: Stedi for X12 270/271 eligibility, 837P claims and 835 electronic remittances.
- EHR sync: athenahealth and Elation Health by API; PointClickCare by RPA; DrChrono and NextGen through the billing agent.
- Patient matching: fuzzy search reconciles the same patient across systems.
HIPAA and PHI Protection
- Field-level encryption: AES-256-GCM with per-client keys in AWS Secrets Manager, plus searchable SHA-256 hashes.
- Access you can audit: access logs, a reason recorded for every PHI access, and "break-the-glass" emergency access with an approval flow.
- Multi-tenant isolation: each medical organization's data kept apart.
- Session policies: automatic timeouts and password rules.
Cloud
- Multi-account landing zone: AWS Organizations with security, shared services and per-environment accounts, Service Control Policies and SSO.
- Resilient compute and data: ECS with auto scaling, RDS PostgreSQL 16, ElastiCache, encrypted and versioned S3.
- Immutable backups: AWS Backup with vault lock.
AI Core
AI Scribe
Drafts the clinical note from the visit and stages it for physician review and approval.
Automated coding
ICD-10 codes extracted from the note; CPT codes and modifiers selected by visit complexity.
Billing agent
Enters the claim in the billing system through APIs or UI automation, with compliance validation.
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Infrastructure
PHI encryption
AES-256-GCM field-level encryption with per-client keys and searchable hashes.
Healthcare integrations
Stedi clearinghouse plus five EHR and practice management systems, synced in one flow.
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Product
Care team workspace
Billing dashboard, AI Scribe dashboard, admin CRM, and real-time chat with the care team and patients.
Results
- One flow from visit to claim: note, codes and claim connected across six systems.
- Coding without the first manual pass: ICD-10 and CPT suggested from every note.
- Claims through the clearinghouse: eligibility, submission and remittance on X12 standards.
- PHI protected by design: field-level encryption, isolated tenants, audited access, immutable backups.
- Model choice per task: Claude and OpenAI models used where each performs best.
- At volume: about 1,400 claims processed in the 90 days to October 2026.
KPIs
6 systems — Stedi, PointClickCare, athenahealth, Elation Health, DrChrono and NextGen in one flow
~1,400 claims — Processed in the 90 days to October 2026
AES-256 — Field-level encryption of patient data, with a separate key for each client
Tech Stack
- AI: Claude Sonnet 4, Opus 4.5 and 4.6, Haiku; OpenAI GPT-5, GPT-4o, GPT-4o-mini; all via OpenRouter
- Backend: Node.js, NestJS 11, TypeScript (strict), PostgreSQL 16 with TypeORM, Redis + BullMQ, Socket.io, Winston, Resend
- Billing agent: Node.js, Express, Playwright, PM2
- Frontend: React 19, TypeScript, Vite, shadcn/ui, Tailwind CSS, TanStack Query, Recharts
- Integrations: Stedi Healthcare API, PointClickCare, athenahealth, Elation Health, DrChrono, NextGen
- Cloud: AWS Organizations, ECS, ECR, ALB, RDS, ElastiCache, S3, CloudFront, Amplify, Secrets Manager, AWS Backup
- DevOps: Terraform (dev, staging, prod), GitHub Actions with OIDC to AWS, Ansible, Docker, CloudWatch
- Quality: Jest, Supertest, Vitest, Testing Library, MSW, Playwright
Team & Delivery Model
A six-person senior squad:
AI Architect / Tech Lead
Model selection, AI Scribe, coding logic and prompt governance.
Backend Engineers (×2)
NestJS platform, clearinghouse and EHR integrations, billing agent.
Frontend Engineer
Billing, AI Scribe and admin dashboards.
Cloud/DevOps Engineer
Landing zone, Terraform, security services and backups.
Project Manager
Scope, milestones and client communication.
Operating Model
Agile, milestone-driven delivery with iterative releases.
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