Reimagine clinical operations
Sample is the first Clinical Reasoning System, letting you turn any clinical process into an AI-powered workflow.
Trusted by healthcare leaders



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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

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.