Toolmill Briefswhat companies are building, read from their hiring

Company brief · updated 2026-10-19

Triomics

triomics.com · Healthcare

14open roles
0new in 30 days
0closed in 30 days
8remote-eligible
freezehiring velocity

What they're building

Agentic AI layer for oncology EHRs strong signal

Today: Triomics reads across the whole record and produces a structured, cited patient view that teams can act on

Roles: Research Engineer, Applied ML · MLOps & Data Engineer · ML Model Evaluation Engineer · Site Reliability Engineer · Technical Support Engineer

Requirements mention: clinical NLP · EHR data · evaluation pipelines · precision/recall/F1 · data pipelines · Healthcare technology experience

Inference: the company is adding the engineering and evaluation work needed to run AI agents inside the EMR. This is based on five roles across ML, engineering and support whose postings describe that work.

Patient trial matching inside the EMR moderate signal

Today: A screened, cited worklist, ready before the clinic starts. Every patient on the schedule is matched against every active trial, every day of the week.

Roles: Implementation Project Manager · Research Engineer, Applied ML · Oncology Clinical Navigator

Requirements mention: clinical trial matching · EMR-integrated deployments · go-live · information extraction · I/E criteria · patient recruitment

Inference: the Implementation Project Manager posting describes deploying trial matching to each cancer center from closed-won through go-live, which suggests customer rollouts are a current focus.

Biopharma go-to-market moderate signal

Today: The site describes products for cancer centers and clinical teams; it does not mention pharma customers.

Roles: GTM, Biopharma · Senior Talent Recruiter

Requirements mention: clinical development · real-world data · trial operations · life sciences · enterprise deal

Inference: the company is building a sales effort aimed at biopharma alongside its cancer-center customers. The recruiter posting names 'GTM (provider + pharma)'.

Clinical document processing on GPU infrastructure weak signal

Today: Triomics reads across the whole record and produces a structured, cited patient view

Roles: Platform Engineer

Requirements mention: GPU node management · document processing pipelines · Kubernetes clusters · AWS · Azure

No inference drawn; one posting names this work. That posting says the platform processes millions of clinical documents monthly across customer and Triomics cloud environments.

Oncology trial site technology built on OncoLLM™ weak signal

Today: Patient trial matching for oncology clinics; the Navigator posting says the platform is built on a proprietary oncology LLM, OncoLLM™.

Roles: Oncology Clinical Navigator

Requirements mention: oncology clinical trial workflows · OncoLLM™ · release-update training · change champion

No inference drawn; one posting names this work.

Hiring build-out across customer, engineering, GTM and research teams moderate signal

Today: Whole-record AI across oncology workflows: trial matching, pre-charting and registry and quality abstraction

Roles: Senior Talent Recruiter · Head of People & Culture

Requirements mention: full-cycle recruiting · org design · workforce planning · interview loops

The recruiter posting lists hiring across Customer Success/Account Management, forward-deployed engineering and integrations, GTM (provider and pharma) and AI research. No new roles have opened in the last 60 days, so the postings do not show the pace of growth.

Where the headcount is going

DepartmentOpen
ML3
Operations3
People2
Sales2
Engineering2
Marketing1
Support1

Of 14 open roles, the ML and engineering work (ML 3, Engineering 2) sits mostly in the India Office, while sales, operations, support and marketing roles are based in the New York Office; no roles opened or closed in the last 60 days.

Who they need

Seniority: 1 VP, 2 senior, 10 mid, 1 junior.

Skills named most: Python, Kubernetes, Docker, AWS, Azure, Terraform, EMR, clinical NLP, data pipelines, Jenkins, Helm, RAG

Locations: New York Office 9 roles, India Office 5 roles; 8 roles flagged remote. The postings do not name a country for remote work.

How to use this

If you're applying: Apply if your experience matches the cited requirements. ML and Operations have the most roles (3 each), and ML roles are in the India Office and not remote. All 14 roles were posted between June 17 and August 3, 2026, with none added since, so check that a role is still open before investing heavily.

If you're selling or recruiting: Recruiters: all 14 roles have been open since June to August 2026. The technical and clinical ones (Platform Engineer, ML Model Evaluation Engineer, Oncology Clinical Navigator) are reasonable places to offer candidates. Sales: the GTM, Biopharma and Implementation Project Manager postings point to selling to pharma and rolling out to cancer centers. No new roles have opened in 60 days (flagged freeze).

Get told when Triomics opens new roles.

Weekly, only when something changed. One click to stop.

Open roles (14)

TitleDepartmentLocationPosted
Head of People & CulturePeopleIndia Office2026-08-03
GTM, BiopharmaSalesNew York Office (remote)2026-07-22
Event Marketing ManagerMarketingNew York Office 2026-07-22
Site Reliability EngineerEngineeringIndia Office (remote)2026-07-13
Research Engineer, Applied MLMLIndia Office2026-07-03
MLOps & Data EngineerMLIndia Office2026-07-03
ML Model Evaluation EngineerMLIndia Office2026-07-03
OpsOperationsNew York Office 2026-06-29
Implementation Project ManagerOperationsNew York Office (remote)2026-06-22
Account ManagerSalesNew York Office (remote)2026-06-17
Senior Talent RecruiterPeopleNew York Office (remote)2026-06-17
Oncology Clinical NavigatorOperationsNew York Office (remote)2026-06-17
Platform EngineerEngineeringNew York Office (remote)2026-06-17
Technical Support EngineerSupportNew York Office (remote)2026-06-17