Toolmill Briefswhat companies are building, read from their hiring

Company brief · updated 2026-10-18

Luminai

luminai.com · B2B · The AI platform for health system operations. Luminai automates complex tasks so healthcare teams can focus on outcomes, not obstacles.

17open roles
2new in 30 days
1closed in 30 days
3remote-eligible
slowinghiring velocity

What they're building

Deploying workflow automations into health system operations strong signal

Today: "Luminai processes all faxed orders / referrals in near real-time to improve patient access and capture revenue" (luminai.com)

Roles: Forward Deployed Engineer - New Grad · Forward Deployed Engineer, Team Lead · Forward Deployed Engineer · Deployment Strategist · Health System Workflow Expert · Senior Support Engineer

Requirements mention: translate ambiguous requirements into working, production-ready systems · integrations · feedback loops · multi-stakeholder rollouts · deployment · Epic · referrals · patient access · mission critical production environments

Inference: the company appears to be adding people who build, roll out and support automations at customer health systems. Three Forward Deployed Engineer roles ask for LLMs, APIs and integrations. Deployment Strategist asks for multi-stakeholder rollouts. Health System Workflow Expert asks for Epic, referrals and patient access. Senior Support Engineer covers customer-facing production workflows.

Core platform reliability, security and developer tooling strong signal

Today: "A secure, compliant platform with flexible deployment—on-prem, VPC, or managed—featuring encrypted data, isolated execution, customer-owned credentials" (luminai.com)

Roles: Staff Software Engineer, Platform · Senior Software Engineer, Platform · Senior Product Manager, Platform · Staff Software Engineer, Product

Requirements mention: CI/CD · Access control · Secrets management · Authentication · distributed systems · Kafka · Kubernetes · experimentation, monitoring, reliability, and observability

Inference: the company appears to be investing in the reliability, security and build tooling of its core platform. Two platform engineering roles ask for access control, secrets management and CI/CD. The Platform PM and Staff Software Engineer, Product roles ask for distributed systems, observability, Kafka and Kubernetes.

Applied AI models and evaluation moderate signal

Today: "The Luminai Engine" section heading on luminai.com, with referral and order processing as the production example

Roles: Applied AI Engineer · Senior Product Manager, Applied AI

Requirements mention: evaluation frameworks · train, fine-tune, and optimize machine learning models · shipping ML models to production · AI benchmarks · model performance data

Inference: the company appears to be investing in model evaluation and model training for its automations. Both roles ask for evaluation frameworks; the engineer role also asks to train and fine-tune models, and the PM role asks for AI benchmarks and model performance data.

Commercial build-out for enterprise health system sales weak signal

Today: "The largest health systems trust Luminai to automate complex tasks" (luminai.com)

Roles: Executive Director, Strategic Partnerships · Marketing Lead

Requirements mention: selling enterprise software · complex sales cycles · building from scratch · track pipeline contribution

No inference: two Commercial roles is a weak signal.

Where the headcount is going

DepartmentOpen
Engineering9
Product3
Commercial2
Operations1
Strategy1
Deployments1

Hiring is weighted toward building and deploying the product: half of the 18 open roles are in Engineering, with 3 in Product and 2 in Deployments, against 2 in Commercial and 1 each in Operations and Strategy.

Who they need

Seniority: Of 18 roles: 8 senior, 3 staff, 3 mid, 1 director, 1 intern, 2 unspecified.

Skills named most: Python, APIs, integrations, production systems, end-to-end workflows, LLMs, vector databases, prompt engineering, agent frameworks, monitoring, Epic, CI/CD pipelines

Locations: 14 roles are listed as SF Bay Area and 3 as San Francisco or New York. Three roles are marked remote: Founding Recruiting Coordinator (San Francisco or New York), Health System Workflow Expert (Remote) and Forward Deployed Engineer, Team Lead (San Francisco or New York). The postings do not name a country for remote roles.

How to use this

If you're applying: 14 of 18 roles are in the SF Bay Area and half (9) are in Engineering; only three are marked remote. Check the fit lines against each posting's languages, location and Epic or platform requirements before applying. A Founding Recruiting Coordinator role is open to run a high volume of interviews, so expect a structured process.

If you're selling or recruiting: Engineering and Deployments account for most openings, led by platform and forward deployed roles. Hiring pace is slowing: 3 roles opened in the last 30 days against 5 in the prior 30, and none closed. Open requirements point to active work on platform security (access control, secrets management), observability, CI/CD, and Epic-adjacent deployment at health systems.

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Open roles (17)

TitleDepartmentLocationPosted
Founding Recruiting Coordinator OperationsSan Francisco or New York (remote)2026-10-07
Health System Workflow ExpertEngineeringRemote (remote)2026-10-06
Senior Product Manager, Applied AI ProductSan Francisco or New York2026-09-03
Senior Support EngineerEngineeringSF Bay Area2026-08-27
Senior Product Manager, Platform ProductSF Bay Area2026-08-24
Staff Software Engineer, PlatformEngineeringSF Bay Area2026-08-24
Senior Software Engineer, PlatformEngineeringSF Bay Area2026-08-24
Forward Deployed Engineer, Team LeadEngineeringSan Francisco or New York (remote)2026-08-11
Strategy LeadStrategySF Bay Area2026-07-15
Deployment StrategistDeploymentsSF Bay Area2026-02-05
Forward Deployed EngineerEngineeringSF Bay Area2026-02-05
Product Designer ProductSF Bay Area2026-02-04
Marketing Lead CommercialSF Bay Area2026-02-04
Staff Software Engineer, ProductEngineeringSF Bay Area2026-02-03
Applied AI EngineerEngineeringSF Bay Area2026-01-09
Executive Director, Strategic PartnershipsCommercialSF Bay Area2025-11-26
Senior Software Engineer, ProductEngineeringSF Bay Area2025-01-13