Specialty-clinic workflows. AI training & evaluation.

The work behindspecialty care.

Specialty-clinic workflow data for AI.
We connect AI teams with the operators behind real tasks, decisions and handoffs in specialty care.

Discuss your workflow needs

Built around the way specialty clinics actually run.

THE SOURCEClinic operators
THE FOCUSOperational workflows
THE USE CASEAI training & evaluation

An operator-led network

Hushwater Labs has direct relationships with 15+ South Florida and 10+ SoCal clinics.

Our niche

Real workflows.
Specialty by specialty.

A specialty clinic is a sequence of decisions, handoffs and checks. Our focus is the operational work behind that sequence: how teams coordinate, handle exceptions and get tasks done.

01 / Coordination

Scheduling & capacity

How teams manage calendars, allocate staff and rooms, and respond when plans change.

Resource planningException handling

02 / Execution

Administrative workflows

The steps, dependencies and handoffs that move back-office work from request to completion.

Task sequencesHandoffs

03 / Know-how

Operating procedures

How operators define repeatable processes, check quality and train teams to do the work.

SOPsQuality checks

04 / Business operations

Supplies & vendors

How clinics coordinate purchasing, manage inventory and work through operational issues with vendors.

ProcurementInventory workflows

Workflow areas for scoping with operators. Each engagement starts with the buyer's use case.

OrthopedicsDermatologyPlastic surgeryDiagnostic imaging

How we work

Start with the task.
Build around the operator.

The right workflow starts with a specific training or evaluation need. We bring that brief to the people who understand the work.

01

Define the use case

Identify the specialty, operational task and model behavior you want to train or test.

02

Scope with operators

Work through the relevant processes, source material and delivery requirements with clinic operators.

03

Sample under NDA

Review a sample of a few hundred workflow records under a mutual NDA before pricing.

04

Agree the data terms

License scope, exclusivity, price and delivery cadence, agreed around the sample.

For AI labs & data teams

Give your model
real operational context.

Train and evaluate AI on how specialty-clinic teams coordinate work, follow procedures and handle exceptions. Our focus is operational workflows.

Bring us a use case

Workflow data is the focus. Clinical data is available alongside it where an engagement calls for it.

Workflow trainingExplore task sequences, dependencies and operator decisions for model training.
Agent evaluationScope operational scenarios that test how an agent follows a process and handles exceptions.
Specialty-specific contextWork from the details of a particular specialty rather than a generic business workflow.

A closer look

Focused by design.

What does Hushwater focus on?

Operational and workflow data from specialty clinics: coordination, administrative processes, operating procedures and business operations. Our focus is how the clinic runs.

How does an engagement begin?

With a conversation about the specialty, workflow and intended AI use case. We scope the opportunity with relevant operators, then share a sample of a few hundred workflow records under a mutual NDA before pricing. Data terms and delivery requirements are agreed around that scope.

How are use rights handled?

Dataset-level terms are developed for each engagement, including permitted uses, provenance and review requirements. The scope and commercial terms guide that work.

I'm a clinic operator. Can we talk?

Yes. If you run a specialty clinic and want to explore the value of your operational workflows, get in touch. We start with your processes and what an engagement could look like.

Let's talk workflows

What should your AI
learn to do?

Tell us the specialty, the operational task and what you're building. We'll start there.

Start a conversation
adam@hushwaterlabs.comcorey@hushwaterlabs.com