Toolmill Briefswhat companies are building, read from their hiring

Company brief · updated 2026-10-18

Qventus

qventus.com · Healthcare · Reduce staff workloads, unlock capacity, and grow revenue with Qventus: healthcare’s leader in AI-powered automation solutions.

16open roles
8new in 30 days
3closed in 30 days
16remote-eligible
acceleratinghiring velocity

What they're building

Perioperative Care Coordination (PCC), surgical operations and AI Operational Assistants strong signal

Today: Site: "Powered by our AI Operational Assistants, our Perioperative Care Coordination Solution gives every pre-admission testing team member their own admin"; the site also sells a Surgical Growth Solution that helps "fill ORs with the cases that matter most"

Roles: Director, Implementation Success · Director, Client Success- Periop · Senior Software Engineer · Forward Deployed AI Solutions Architect · Principal Product Manager

Requirements mention: PCC Delivery team · Perioperative Care Coordination solution · pre-admission testing workflows · AI Operational Assistant platform · agentic design · OR scheduling · block management · LLM-based features

Inference: the company is hiring across product, engineering, delivery and client success for PCC and the AI Operational Assistants at the same time, which suggests it expects more perioperative client implementations.

Data science and LLM models for the core platform strong signal

Today: Site: "a powerful platform that unites real-time data with AI, machine learning, and behavioral science"

Roles: Senior Data Scientist · Senior Data Engineer

Requirements mention: LLM systems · NLP · explainable AI · machine learning · MLOps · Databricks · pipelines

Inference: two Senior Data Scientist postings (one US, one Canada) and a Senior Data Engineer show the company adding senior ML, LLM and data pipeline capacity on a Databricks-based stack.

Analytics as a product function moderate signal

Today: Site: "a powerful platform that unites real-time data with AI, machine learning, and behavioral science"

Roles: Senior Analytics Engineer · Analytics Program Lead

Requirements mention: metric governance · semantic layer · natural language analytics · agentic analytics workflows · analytics QA

Inference: the company is formalizing its existing analytics product function, and the Analytics Program Lead posting states an aim of more self-serve and agentic analytics.

Inpatient Capacity solution moderate signal

Today: Site: "Our Inpatient Capacity Solution enables early, accurate discharge planning"

Roles: Senior Technical Implementation Partner · Senior Client Success Partner - Inpatient

Requirements mention: Inpatient metrics · IP Orders · data validation dashboards · Epic

Inference: two inpatient-facing roles in implementation and client success suggest the company is adding delivery capacity for the Inpatient Capacity solution.

Internal AI tooling and AI SDLC moderate signal

Today: Not stated on the site; the postings describe internal AI tools for operations, customer success and finance teams, and an AI SDLC transformation in R&D

Roles: AI Tooling Engineer · Product Operations Lead · Senior Software Engineer

Requirements mention: AI SDLC transformation · coding agents · agentic workflows · AI-first agentic software development lifecycle · RAG pipeline · evals

Inference: three roles tied to internal AI tools and an agent-based development process suggest the company is changing how its own teams build and work with AI agents.

Low-code application platform weak signal

Today: Not stated on the site; the posting describes an application platform with low-code, no-code, and rapid development capabilities

Roles: Lead Product Manager, Application Platform

Requirements mention: low-code · no-code · rapid development · workflow engine · UI layer

No next step inferred from a single posting.

Where the headcount is going

DepartmentOpen
Engineering5
Product4
Implementation Success2
Data Platform1
Customer Success1
Sales1
Marketing1
People1

Of 17 open roles, all remote, about half are engineering or data (Engineering 6, Data Platform 1) and four are delivery or client success split between perioperative and inpatient work, with single openings in Sales, Marketing and People. This points to a company investing mainly in building and delivering its products rather than in sales headcount.

Who they need

Seniority: Mostly senior: 10 senior roles, plus 2 director, 1 VP, 1 principal, 1 staff, 1 mid and 1 junior.

Skills named most: Python, SQL, machine learning, Epic, LLM systems, Salesforce, Sigma, dbt, data engineering, Databricks, AWS, generative AI

Locations: All 17 roles are remote: 15 as Remote, United States and 2 as Remote, Canada (a Senior Data Scientist and a Senior Analytics Engineer).

How to use this

If you're applying: Start with the Senior Data Scientist roles if you have ML or LLM experience, or the perioperative (PCC) roles if you have implementation or client success experience in surgical or pre-admission workflows. Requirements differ by role and by country; the Canada Data Scientist posting lists no salary, while the US one lists $130,000 to $170,000. Check each fit line against the posting before applying.

If you're selling or recruiting: Eight roles opened in the last 30 days, against three in the prior 30 days, and none closed, so the hiring pace has picked up. Most openings are in engineering, data and client delivery. On the go-to-market side there are single openings: an Area Vice President Sales-West Region, a Business Development Manager (open since June) and a Director, Client Success- Periop with net retention and expansion targets. Ask who owns perioperative client expansion.

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Open roles (16)

TitleDepartmentLocationPosted
Senior Data Engineer Data PlatformRemote, United States (remote)2026-10-20
Technical Product ArchitectProductRemote, United States (remote)2026-10-20
Director, Implementation SuccessImplementation SuccessRemote, United States (remote)2026-10-09
Director, Client Success- Periop Customer SuccessRemote, United States (remote)2026-10-09
Senior Data ScientistEngineeringRemote, United States (remote)2026-10-05
Senior Data ScientistEngineeringRemote, Canada (remote)2026-10-01
Area Vice President Sales-West RegionSalesRemote, United States (remote)2026-09-24
Senior Analytics SpecialistEngineeringRemote, Canada (remote)2026-09-24
Principal Product Manager ProductRemote, United States (remote)2026-09-23
Senior Technical Implementation PartnerImplementation SuccessRemote, United States (remote)2026-09-17
Forward Deployed AI Solutions Architect EngineeringRemote, United States (remote)2026-09-16
Senior Software EngineerEngineeringRemote, United States (remote)2026-08-14
Product Operations LeadProductRemote, United States (remote)2026-08-10
Business Development ManagerMarketingRemote, United States (remote)2026-06-12
AI Tooling EngineerPeopleRemote, United States (remote)2026-06-02
Lead Product Manager, Application PlatformProductRemote, United States (remote)2026-05-28