Architecture • Product Engineering • AI

Senior-led product engineering for complex enterprise software.

We partner with startups and growing companies that need senior technical leadership and reliable engineering execution — from architecture through production.

Where We Help

⚙️
Product EngineeringDesign and build enterprise SaaS, workflow platforms, backend services, and new product modules from architecture through deployment.
🏗️
Architecture & ModernizationApplication architecture, Java/Spring modernization, cloud-native design, microservices, APIs, integration, scalability, and technical reviews.
AI-Enabled ApplicationsLLM workflows, document intelligence, retrieval, governed agents, structured outputs, and AI features integrated into deterministic business systems.
Deep healthcare expertise. Enterprise experience across domains.

Healthcare is where we bring the deepest domain experience, but our engineering capabilities apply to complex business software across industries.

Java / SpringAPIs & IntegrationsCloud ArchitectureDistributed SystemsAI / LLM SystemsHealthcare WorkflowsFHIR / Interoperability

How We Are Different

Senior-led from day oneArchitecture and technical direction are not delegated away from the client relationship.
Ownership over staff augmentationWe prefer bounded product or platform outcomes where we can own architecture, delivery, quality, and integration.
Production thinkingSecurity, observability, maintainability, integration boundaries, cost, and operational fit are considered while the product is being built.

Reference Build

Healthcare Evidence Intelligence

CareLayer AI — Claims Evidence Platform

Designed and built an AI-enabled platform that analyzes multiple healthcare documents belonging to one case, extracts structured clinical and financial information, correlates supporting evidence, and identifies missing or inconsistent information for human review.

This is a CareLayer product reference, not a claim of customer deployment or endorsement.

StatusWorking MVP
ValidationReal-world documents tested
ArchitectureJava / Spring / APIs / AI
WorkflowClaims & pre-authorization

Engagement Models

Architecture SprintClarify product boundaries, system architecture, integration strategy, risks, and an executable delivery plan.
Product / Module BuildOwn a defined backend platform, integration layer, AI workflow, modernization initiative, or new product module.
Fractional Technical LeadershipSenior architecture guidance for companies that need technical leadership before they are ready to build a large internal team.

Founder-Led

CareLayer is led by Murali Nidugondi, a healthcare technology and enterprise software architect with nearly three decades of experience across Siemens, Cerner, and Oracle Health. His background spans enterprise platforms, distributed systems, APIs and interoperability, cloud architecture, Java/Spring, and AI-enabled applications.

Building something complex?

Tell us what you are trying to build or modernize. We will tell you candidly whether we are a good fit.

hello@carelayerai.com