---
title: 'Infrastructure Engineer at Bayesian Health, Inc.'
canonical: 'https://feeny.ai/job/infrastructure-engineer-bayesian-health-inc-united-states-1d4f866wdtnx'
type: 'job'
last_seen: '2026-09-15'
---

# Infrastructure Engineer at Bayesian Health, Inc.

- **Company:** Bayesian Health, Inc.
- **Location:** United States
- **Employment:** full-time
- **Work type:** remote
- **Posted:** 2026-04-27
- **Last confirmed live:** 2026-09-15
- **Apply:** https://jobs.ashbyhq.com/bayesianhealth/afb98055-5ebe-43a2-b319-ea0936a3b921

## Job description

In Brief

- We’re a rapidly growing startup on a mission to make healthcare proactive by empowering physicians, nurses, and care team members with real-time data to save lives.
- You will build and maintain the infrastructure for the Bayesian platform and develop CI/CD to enable other team members such as software engineers, data scientists, etc. to accelerate their development will drive expansion of our clinical AI/ML module offerings, health system enterprise-wide implementations, and revenue growth.

## Who We Are

Bayesian Health’s mission is to improve patient outcomes by empowering clinicians with the insights they need to make the right decision for the right patient at the point-of-care. We’re a diverse team of clinicians, engineers, machine learning experts, product designers, and performance improvement leaders committed to enabling smarter, patient-specific care delivery through unlocking the power of data. We’re funded by top tier tech and biotech investors: Obvious Ventures, Andreessen Horowitz, American Medical Association’s venture arm, Catalio Partners, and LifeForce Capital. Our company has won many awards; most recent recognitions include: Forbes AI Top 50, World Economic Forum Tech Pioneer, Time Best Inventions, BioTech AI Company of the Year. [Read more about our recent publication in Nature Medicine that associates our products with lives saved.](https://www.bayesianhealth.com/sepsis-research/?__hstc=251652889.1e7598f5de0ed9b513da684474e8a044.1710861879595.1710945070565.1710971833587.3&__hssc=251652889.1.1710971833587&__hsfp=1890770568)

## What you’ll do

As an Infrastructure Engineer, you will build and maintain the networking and infrastructure for the Bayesian platform and develop CI/CD pipelines to enable other team members such as software engineers, data scientists, etc. to accelerate their development. This role is crucial to drive expansion of our clinical AI/ML module offerings, health system enterprise-wide implementations, and revenue growth.

## Responsibilities

- Design cost-optimized, fault-tolerant infrastructure for scale: Propose enhancement to our infrastructure design to enable us to expand our client base and deploy new products on our platform while managing cloud costs and ensuring reliability.
- Streamline development and deployment: Define a branching and promotion strategy that allow us to comply with the regulatory change control process. Build and maintain CI/CD pipelines using GitHub for automated testing and deployment.
- Establish and evangelize infrastructure best practices: Create infrastructure guidelines and templates such as Terraform modules, and educate team members in leveraging them.
- Infrastructure support and maintenance: Continuous monitoring of system performance and reliability, and apply software upgrades accordingly. Collaborate with other team members in troubleshooting infrastructure issues and optimize performance.
- Secure infrastructure: Partner with SecOps engineer to implement security best practices complying with HIPAA, HITRUST, FDA, and client requirements.
- AI Ops Platform Architecture: Architect and build a secure, internal AI Ops platform to safely host and manage AI/ML agents for infrastructure and DevOps optimization.

## Minimum qualifications

- 5+ years of experience building and operating production cloud infrastructure on AWS as a DevOps, Infrastructure, Site Reliability Engineer, or similar role.
- Proficient with Kubernetes, preferably with EKS, including cluster bootstrapping and day-2 ops.
- Strong operational knowledge of relational databases such as PostgreSQL/MySQL (backups, failover, performance tuning).
- Deep expertise in Terraform (or equivalent IaC) and an eye for building clean and scalable modules.
- Familiarity with observability tools, particularly the Datadog
- Experience building infrastructure with sensitive data that contains PHI/PII.
- Knowledge of CI/CD pipelines, preferably with CircleCI
- Excellent communication skills and a proven ability to collaborate with cross-functional teams (e.g., engineering, data science) to translate requirements into robust technical solutions.
- Experience handling ambiguity and uncertainty in a startup.

## Preferred qualifications

- Experience with using AI agents to optimize infrastructure management or DevOps workflows.
- Experience with disaster recovery or business continuity plans.
- Experience with multi account, multi cluster topologies.
- Experience building systems in healthcare, life sciences, or similarly regulated industries
- Chaos engineering or game-day facilitation.
- Experience implementing and maintaining a GitOps framework.

Bayesian Health provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state or local laws.

This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training.

## About Bayesian Health, Inc.

## Company Overview
- **One-liner**: Bayesian Health provides a real-time clinical intelligence platform that uses AI to help health systems deliver proactive, high-reliability care by continuously monitoring patients and surfacing actionable insights.
- **Entity Type**: Private (Venture-backed)
- **Headquarters**: New York, United States
- **Founded**: Year not publicly specified; founded by Dr. Suchi Saria
- **Founders**: Dr. Suchi Saria (machine learning expert and health AI pioneer)

## Core Business
- **Primary industry**: Healthcare AI / Clinical Decision Support
- **Target customers**: B2B; large health systems and hospitals
- **Mission or purpose**: To raise the standard of patient care by enabling proactive, high-reliability care through real-time clinical intelligence, turning data noise into trusted, decisive action.

## Products & Services
- **Real-Time Clinical Intelligence Platform**: An AI-powered SaaS platform that continuously monitors every patient by reading the full electronic health record (EHR). It establishes each patient's baseline, detects meaningful changes, and surfaces only the patients who need attention with clear next steps. The platform targets top drivers of mortality and hospital utilization, including sepsis, deterioration, palliative care, transitions of care, heart failure, hospital-acquired pressure injuries (HAPI), and malnutrition. It is designed to integrate directly into the EHR workflow.

## Market Standing
- **Valuation/Market Cap**: Not publicly available
- **Key Metric**: Total Funding of **$15.2M** (as of July 2021)
- **Notable Investors/Partners**: Led by **Andreessen Horowitz** (a16z) in a $15M venture round (2021); also received a $225K grant from the **National Science Foundation** (2017). Partners with leading health systems.
- **Growth Signals**: Headcount grew **+34.3% YoY** to 38 employees. Received **FDA clearance** for the first continuous AI monitor for sepsis. Published a 5-site study in *Nature Medicine* showing an **89% reduction in mortality** and a **0.5-day reduction in length of stay**. Has 12 active job postings.

## Competitive Advantages
- **Clinician-Trusted Accuracy**: The platform flags patients **3+ hours earlier** than standard EHR alerts with **20x lower flag volume**, solving the "alert fatigue" problem that plagues other clinical AI tools. This drives adoption rates far above industry norms (e.g., one customer reported <1% adoption with other tools vs. high adoption with Bayesian).
- **Peer-Reviewed Validation**: Built on decades of research from Dr. Suchi Saria and published in top journals like *Nature Medicine*, with proven real-world outcomes (e.g., 89% reduction in mortality, 0.5-day reduction in length of stay across a 5-site study).
- **FDA Clearance**: Received FDA clearance for the first continuous AI monitor for sepsis, a significant regulatory moat.
- **Proven ROI**: Delivers measurable improvements in mortality, length of stay, and readmissions, making it a durable strategy for health systems rather than a disconnected initiative.

## Strategic Focus
- **Product Expansion**: Targeting top drivers of mortality and hospital utilization, including sepsis, deterioration, palliative care, heart failure, HAPI, and malnutrition.
- **Commercial Growth**: Scaling partnerships with leading health systems and expanding commercial reach.
- **Talent Acquisition**: Actively hiring across engineering, product, data science, and clinical roles to support growth.

## Why Work Here
- **Mission-Driven Impact**: Employees are directly involved in saving lives and improving patient outcomes at scale, with a clear focus on reducing mortality and hospital harm.
- **Culture**: Values include "Patients at the center," "Whole people, shared respect," "Truth seekers, stronger together," "No surprises, clear signals," and "Hard problems, real breakthroughs." The company emphasizes open debate, clear communication, and a high bar for excellence.
- **Work Environment**: Based in New York, NY, with a presence in Australia. The team is 79% US-based. The culture is described as collaborative, with a focus on solving hard problems.
- **Engineering & Science Focus**: The technical team makes up 26% of the workforce. The company is actively hiring for roles like Staff Machine Learning Engineer, Forward Deployed Software Engineer, and Director of AI/ML, indicating a strong emphasis on engineering and data science.
- **Notable Perks/Culture**: The company emphasizes "whole people, shared respect," making space for growth inside and outside of work. The mission is directly tied to saving lives and improving patient care.

## Sources
1. [bayesianhealth.com](https://www.bayesianhealth.com/)
2. [bayesianhealth.com/about](https://www.bayesianhealth.com/about)
3. [bayesianhealth.com/careers](https://www.bayesianhealth.com/careers/)
4. [linkedin.com/company/bayesian-health](https://www.linkedin.com/company/bayesian-health)
5. [jobs.ashbyhq.com/bayesianhealth](https://jobs.ashbyhq.com/bayesianhealth)

## Other roles at Bayesian Health, Inc.

- [Software Engineer, Application Integration](https://feeny.ai/job/software-engineer-application-integration-bayesian-health-inc-united-states-z2avdnb8p0cp) — United States
- [Software Engineer, Data Integration](https://feeny.ai/job/software-engineer-data-integration-bayesian-health-inc-united-states-p0fy30jbbzek) — United States
- [Director of AI/ML](https://feeny.ai/job/director-of-ai-ml-bayesian-health-inc-united-states-4kfbjq24ac28) — United States
- [Software Engineer, Analytics](https://feeny.ai/job/software-engineer-analytics-bayesian-health-inc-united-states-h11kxer2a4qm) — United States
- [Client Success Account Executive, Clinical](https://feeny.ai/job/client-success-account-executive-clinical-bayesian-health-inc-united-states-bjbvhrfj7gv5) — United States
- [Senior/Staff Machine Learning Data Scientist](https://feeny.ai/job/senior-staff-machine-learning-data-scientist-bayesian-health-inc-united-states-eh6t1hnkk6h3) — United States
- [Clinical Integration, Nurse Consultant](https://feeny.ai/job/clinical-integration-nurse-consultant-bayesian-health-inc-remote-cvn0m89hd7y5)
- [Staff Machine Learning Engineer](https://feeny.ai/job/staff-machine-learning-engineer-bayesian-health-inc-remote-9cpdx5jh71xf)
- [Enterprise Growth Lead](https://feeny.ai/job/enterprise-growth-lead-bayesian-health-inc-remote-5kh5tv1cj544)
- [Infrastructure Engineer](https://feeny.ai/job/infrastructure-engineer-griffin-london-or-within-the-p36cz40ycwcv) — London OR Within the, United Kingdom