Full-Time

AI/LLM Full-Stack Engineer

Posted on 7/23/2025

Tomorrow Health

Tomorrow Health

51-200 employees

Facilitates home-based healthcare coordination among stakeholders

Compensation Overview

$225k - $300k/yr

+ Equity

New York, NY, USA

Hybrid

Hybrid role in New York City site; requires in-person presence with flexible remote days as per Hybrid arrangement

Category
AI & Machine Learning (3)
, ,
Required Skills
LLM
Python
React.js
Node.js
Machine Learning
Postgres
GraphQL
TypeScript
AWS
Django
Requirements
  • 8+ years building and scaling software; deep backend expertise (Python / Django)
  • Hands-on experience deploying LLMs or similar foundation models in production
  • Strong knowledge of LLM constraints: tokens, latency, prompt design, fine-tuning, guardrails
  • Experience in system design, APIs, relational databases (Postgres)
  • Comfortable with AWS or similar cloud infra
  • Familiarity with frontend stack: React, TypeScript, Node.js
  • Strong cross-team communication; able to simplify AI concepts for non-technical stakeholders
  • Passion for mentoring, engineering standards & excellence
  • Experience in fast / ambiguous environments; willing to own projects end to end
  • Alignment with mission: improving home-based health care via technology
Responsibilities
  • Design and own architecture for AI‑powered features (scalable, safe, maintainable)
  • Evaluate, compare, and integrate LLMs (e.g. OpenAI, Anthropic, open‑source)
  • Build backend systems in Python / Django, plus APIs (REST / GraphQL)
  • Work across stack as needed: React / TypeScript / Node.js
  • Partner with product, clinical, operations teams to align AI with business outcomes
  • Work with data engineers / ML teams: pipeline, feedback loops, monitoring
  • Build internal tools / dashboards to monitor model performance & safety
  • Mentor engineers; champion software quality and AI best practices

Tomorrow Health connects patients, health plans, providers, and suppliers to enable home-based care. Its platform coordinates referrals, scheduling, logistics, and billing so patients can receive care at home while plans, providers, and suppliers manage costs and outcomes. It acts as an intermediary that handles logistics, reducing administrative work for clinicians and improving the patient experience. What sets Tomorrow Health apart is its end-to-end focus on the home-based care ecosystem, aligning the interests of all parties and proving value through smoother operations and measurable care delivery. The company’s goal is to make high-quality home-based care easier to access and deliver efficiently by coordinating all parts of the care journey for patients, plans, providers, and suppliers.

Company Size

51-200

Company Stage

Series B

Total Funding

$92.5M

Headquarters

New York City, New York

Founded

2017

Simplify Jobs

Simplify's Take

What believers are saying

  • CMS 2026 bidding favors Horizon Suite compliance advantages.
  • Geisinger data shows 4x ROI and 95% satisfaction.
  • Perez, Thompson hires drive commercial scaling nationwide.

What critics are saying

  • CMS bidding empowers Apria, Lincare to bypass platform now.
  • Getlabs bundles diagnostics, erodes DME logistics in 12 months.
  • Labor churn spikes fulfillment failures, loses Geisinger contracts.

What makes Tomorrow Health unique

  • Horizon Suite uses AI to cut DME order time under 60 seconds.
  • Connects providers, payors, suppliers across 29 states seamlessly.
  • Closed HME business to focus on scalable tech platform.

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Benefits

Health Insurance

Financial Wellness

Family Matters

Mental Health

Commuter Benefits

Work Hybrid

Growth & Insights and Company News

Headcount

6 month growth

5%

1 year growth

0%

2 year growth

6%
Yahoo Finance
Jan 21st, 2026
Tomorrow Health launches Horizon Suite with AI tools that cut DME order time to under 60 seconds

Tomorrow Health has launched its Horizon Suite, an AI-powered platform to streamline durable medical equipment ordering and fulfillment for home-based care. The suite enables providers to submit complete orders in under 60 seconds, reduces suppliers' costs by over 33%, and starts 97% of patients' care on time. The platform includes AI Ordering, AI Fax Intake, and the Tomorrow Health Expert Assistant, addressing inefficiencies in an ecosystem where nearly 80% of DME orders are submitted manually. The launch follows successful initial customer engagements and arrives as the Centers for Medicare and Medicaid Services implements new competitive bidding processes and interoperability requirements in 2026. The Horizon Suite integrates with provider electronic health records and supplier technology systems, creating what CEO Vijay Kedar calls "an intelligent operating system for home-based care.

PR Newswire
Apr 1st, 2024
Tomorrow Health Adds New Executive Growth Leaders To Propel Home-Based Care Delivery

Gabriela Perez, former Chief Commercial Officer at Big Health, Joins as Chief Growth Officer Alongside Veterans from Alto Pharmacy and Butterfly NetworkNEW YORK, April 1, 2024 /PRNewswire/ -- Tomorrow Health , the leading home-based healthcare platform, today announced the expansion of its growth team with the hiring of Gabriela Perez as Chief Growth Officer, as well as Craig Thompson , General Manager and Senior Vice President of Sales, and Peter Saul , Director of Provider Growth.Perez brings 20+ years of healthcare and startup leadership experience to Tomorrow Health, where she will lead the growth and scale of Tomorrow Health's home-based care technology to reach more patients across the country. Perez has a proven track record for building businesses and taking them to scale. She built new markets and partnerships from scratch at Best Doctors, and added over $110 million in top line revenue; she also led Ovia Health in the development of markets and new revenue streams, which resulted in 190% additional revenue growth and 80% increase in year-over-year revenue performance by channel. Most recently, Perez served as Chief Commercial Officer at Big Health, where she built out the company's commercial strategy."Throughout my career, I've committed to working at companies that are pursuing missions I'm passionate about – and Tomorrow Health fits this vision perfectly," said Perez. "Home-based care in our country needs an influx of better technology and more empathy, and I'm excited to join the team in helping deliver on this mission."In addition to hiring Perez as Chief Growth Officer, Tomorrow Health has also brought on Craig Thompson as General Manager and Senior Vice President of Sales and Peter Saul as Director of Provider Growth.Thompson has a strong track record of growth and success throughout his 20 year career as a sales leader. After spending 14 years leading sales at Abbott – including his role as Area Vice President for the Western United States Vascular Division – Thompson joined Alto Pharmacy as Vice President of Sales, where he grew revenue over 20x and expanded the team from 10 to 200, and then became the Chief Commercial Officer at Getlabs

PR Newswire
Nov 1st, 2023
Tomorrow Health And Geisinger Health Plan Release New Data Demonstrating Improved Home-Based Care Delivery

Tomorrow Health technology platform drove 4x ROI, 95% member satisfactionNEW YORK, Nov. 1, 2023 /PRNewswire/ -- Tomorrow Health, the leading home-based healthcare platform, recently released new data with Geisinger Health Plan (GHP), illustrating how improving home-based care delivery can have measurable impacts on health plan costs, member satisfaction, and overall health outcomes for patients.Whether managing a long-term illness or recovering from a procedure, more than two-thirds of U.S. adults prefer to receive care at home (versus a medical facility) following a major medical event. However, more than 70% of patients report significant difficulty getting prescribed home-based care across fragmented suppliers. Without the infrastructure needed to streamline the at-home care journey, those discharged to home care have higher rates of hospital readmissions."Tomorrow Health's transformative approach to home-based care has streamlined the entire process for our providers, suppliers, and patients," said Dr. John Bulger, D.O., MBA, chief medical officer at Geisinger Health Plan

V3 Healthcare
Mar 31st, 2023
Tomorrow Health Modernizes Home-Based Care Operations For Medicaid Managed Care Plans – V3 Media

Tomorrow Health, an innovator in home-based care, today announced novel technology to improve home-based care operations for Medicaid managed care organizations.

PR Newswire
Jan 31st, 2023
Tomorrow Health Adds Former Cleveland Clinic CEO Dr. Toby Cosgrove to Advisory Board

NEW YORK, Jan. 31, 2023 /PRNewswire/ -- Tomorrow Health, a home-based care company, today announced the addition of Dr. Toby Cosgrove to its Advisory Board.

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