Reimagine clinical operations

Sample is the first Clinical Reasoning System, letting you turn any clinical process into an AI-powered workflow.

Applications

Build copilots that make your team 10x faster, then safely evolve into intelligent automation that scales with your team.

Prior Authorization

Transform documentation from a burden to an asset. Reduce preparation time by 75% while maintaining accuracy through expert review. Optimize your revenue cycle management (RCM) with seamless automation and enable your clinical staff to focus on patient care rather than paperwork.

Clinical Documentation

Move beyond manual processing to systematic approvals. Our partners grow authorization rates while reducing processing time by 90%. Handle complex payer requirements systematically while maintaining complete compliance.

Revenue Cycle Management

Capture revenue with intelligent coding and claims processing. Cut coding time by 80% while improving accuracy. Use clinical abstraction to structure patient data and ensure compliance with automation and oversight.

The Clinical Reasoning System

Sample's platform provides a complete solution to scale any operation, from patient intake through to insurance appeals. Define, accelerate, and automate every bottleneck in your organization.

Copiloted interfaces

Pull relevant information from medical records instantly, creating comprehensive patient summaries that save time and improve care. Connect your copilot to EHRs and internal databases. Our customizable interfaces help you extract, summarize, and reason over critical patient information.

Workflow design

Design data flows that connect your systems, teams, and AI models. Create automated processes that extract key information from medical records and route it to the right providers. Monitor your application workflows in real-time to ensure data moves efficiently through your systems. Deploy standardized processes across your organization while maintaining visibility into each step.

Fine-tuned models

Customize AI models specific to your organization, using your proprietary data. Adapt base models to your terminology and documentation patterns. Measure performance against clinical benchmarks. Deploy with confidence while maintaining regulatory compliance.

Complete observability

Gain end‑to‑end visibility into every dataset, decision, and hand‑off. Audit trails let you trace any value back to its source, satisfying HIPAA, SOC 2, and FDA record‑keeping in real time. Anomaly alerts and versioned lineage graphs give engineers the confidence to iterate, while executives see clear, defensible ROI on every workflow.

How We Partner

We start by making your team 10x faster. Over time, our systems learn from your team. Eventually, they fully automate—while you stay in control.

Turnkey Intelligence

Deploy AI copilots in days with seamless EMR, RCM, and system integration. Gain 2–5x speedups while keeping full oversight. Your data, your models, your intelligence—always under your control.

Improve from day 1

Custom models learn from your workflows, adapting to your processes. Our forward-deployed approach ensures you own and control every solution we build together.

Systematic Scale

Automate routine tasks so clinicians can focus on decisions that matter. Your models are tailored to your organization, ensuring compliance, security, and seamless growth—without extra headcount.

Make AI your competitive advantage

Add AI to your internal processes without compromising on flexibility.

Classify, split, and automatically read through correspondence.

Write code anywhere to fit your exact process

Proactively monitor errors and move to full automation when you're ready

30%
reduced costs
90%
accuracy
10x
faster

Easy integration

Effortlessly connect to any tool, data lake, or payer portal for seamless data integration and workflow optimization

Snowflake

Automatically pull order data from your Snowflake database.

Careviso

Request and check prior authorizations from Careviso.

Glidian

Request and check prior authorizations from Glidian.

Salesforce

Sync data with Salesforce.

Databricks

Automatically pull data from your Databricks database.

Kno2

Receive faxes and communications from Kno2.

Partner Outcomes

We partner with leading enterprises, including publicly traded companies and national provider groups. A top diagnostics provider turned prior authorizations into a competitive advantage, while a major health system eliminated doubled patient intake capacity.

62%

authorization rate improvement, 1/5 expected FTEs

75%

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36%

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Technical Foundation

Built specifically for healthcare enterprises, our infrastructure provides:

Proprietary clinical language models

LLM

Systems

HIPAA-compliant

Certification

SOC 2 Type II

Seamless Integration

EMR/RCM integration

Documentation

Comprehensive audit trails

Get started with Sample

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