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YC-Backed HealthTech Built an AI Denial Intelligence Platform

YC-backed HealthTech built an AI-powered denial intelligence platform with Muoro. Automated EDI 835 parsing, secure AWS deployment, real-time dashboards, and 60% faster denial resolution.
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Business Goals

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Mission

Automate denial management in healthcare by turning raw EDI 835 files into structured insights, reducing manual work and speeding up resolution with AI.

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Challenge

Manual claim processing was error-prone and slow. Hospitals lacked tools to track denials, extract insights, or manage uploads securely at scale.

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Need

The client needed intelligent automation, secure hosting, AI-assisted analysis, and real-time dashboards, all delivered in a scalable, production-ready platform.

About Client

Our client is a healthcare technology company focused on streamlining claims processing for hospitals and medical institutions.

The platform was designed to:

  • Allow hospitals to upload EDI 835 files for automated parsing
  • Analyze denial trends using AI for faster resolution
  • Store and track denial records in a centralized database
  • Provide secure web-based access with institutional-level authentication

The client had deep healthcare domain knowledge but lacked backend capacity to build this from the ground up.

The Challenge

Despite a strong product vision, the client faced key development roadblocks:

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EDI Parsing Complexity

Raw EDI 835 files were difficult to process, requiring custom logic to extract usable data.

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No Central Dashboard

Hospitals couldn’t track denial history or monitor uploaded files in one unified place.

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Security & Access Gaps

Admins lacked role-based access, custom domains, and secure production deployment.

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Missing Production Monitoring

There was no file-level visibility after upload, undermining accountability and trust.

The Muoro Solution

Muoro provided a backend engineering team to deliver secure infrastructure, intelligent parsing, and AI-powered analytics, fast.

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Faster Denial Resolution

The platform now parses EDI files automatically and uses AI to suggest next steps, helping hospitals resolve claims 60% faster.

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Real-Time Admin Access

Admins gained full visibility into uploads, denial trends, and resolution history without needing developer support.

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Scalable, Secure Infrastructure

The platform runs on AWS with secure domain access, role-based permissions, and monitoring tools for long-term scalability.

All Technologies Used

Node.js
AWS DynamoDB
ChatGPT API
AWS EC2 & S3

Impact & Results

We always deliver on the promises we make to our clients.

60% Faster Resolutions

AI summaries and structured output cut response time significantly.

Reduced Manual Workload

Automated parsing eliminated the need for error-prone data entry.

Full Transparency Delivered

Dashboards and upload history improved visibility and trust for all users.

Secure Hosting Achieved

The system now runs securely with scalable infrastructure and custom domain access.

Final Outcome

Muoro built a domain-hosted, AI-enabled denial management platform that processes complex healthcare files in real time. The client now supports multiple institutions with a secure, scalable system that reduces manual work and improves resolution speed.

Need to Automate Data-Heavy Healthcare Processes?

If you're working with large datasets like EDI or claims records and need intelligent backend automation, Muoro delivers engineers with healthcare expertise to build real-time, secure systems.

Let’s talk.

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