Physician consulting for
AI Health Startups + Epic Systems

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Philosophy: Simplicity, Best Practices and High Performance

Services

What you get with Stochastic Health

Hands-on physician expertise for AI/ML in healthcare: workflow design, FDA & privacy strategy, EHR integration, and proof of value.

EHR Integration Playbooks

Epic/Cerner strategy, SMART on FHIR, HL7/FHIR data mapping, and go-live support tuned to real clinical workflows.

Clinical Workflow Design

Human-in-the-loop safety, triage/ED throughput, clinician UX reviews, and change management to reduce friction.

Regulatory & Compliance

FDA SaMD pathways, PCCP, post-market monitoring, HIPAA/GDPR de-identification, BAAs, and audit-ready documentation.

Validation & Outcomes

Reader/usability studies, metrics that matter (PPV/NPV, burden), and RWE/HEOR plans to prove ROI and safety.

Reimbursement Strategy

Code selection (CPT/HCPCS), coverage dossiers, NTAP history where relevant, and payer-aligned pilot design.

Security & Data Governance

Privacy-preserving pipelines, data minimization, role-based access, and model change logs for lifecycle control.

Clinical + Technical Bridge

Where safety, speed, and adoption meet

Building on modern foundations

Proven patterns for AI in care delivery—so your pilots graduate to production.

Built for real care settings

ED, inpatient, and ambulatory nuances baked in—so AI helps clinicians, not the other way around.

Designed with governance

Clear clinical ownership, escalation paths, and monitoring so leaders can approve with confidence.

Ready for scale

Documentation and processes that make security, legal, and IT sign-off fast at enterprise customers.

Make your AI product enterprise-ready without slowing down.

High level of customization

Engagements tailored to your product maturity: from pre-clinical validation to enterprise rollouts.

Multiple layout possibilities

Choose workshops, embedded advisor days, or fixed-fee sprints for regulatory, validation, or reimbursement.

Fully responsive design

Support that adapts to founders, product, clinical, and sales teams—coordinated to accelerate adoption.

Integration of media

Clear artifacts: SOPs, risk registers, PCCP drafts, study protocols, clinician-tested scripts, and dashboards.

De-risk your roadmap and unlock scale.

Clinician trust by design

Transparent claims, clear limitations, and safe defaults that earn adoption from day one.

Lifecycle mindset

From locked models to PCCP-governed updates, keep performance monitored and auditable.

Time and resource efficiency

Avoid costly missteps: align early with IT, compliance, and clinical leaders to shorten sales cycles.

Community support

Access a network of clinical reviewers and health-system champions to accelerate pilots.

Engage a physician-builder to accelerate clinical adoption.

Step 1: Discovery

Rapid assessment of workflow, data, and regulatory posture. Define claims, risks, and success metrics.

Step 2: Design

Co-create pilots, validation plans, and EHR integration paths with safety guardrails and governance.

Step 3: Deploy

Go-live support, clinician training, and monitoring dashboards to demonstrate value quickly.

Ready!

Steps image

Components

Core capabilities

Clinical, regulatory, and technical expertise to get AI into care safely

EHR & Data

Epic App Orchard, SMART on FHIR, HL7, data mapping, and integration testing.

Clinician UX

Scripts, prompts, and UI patterns that minimize burden and escalation rates.

Regulatory

FDA SaMD pathways, PCCP authoring, post-market monitoring, and documentation.

Content

Protocols, SOPs, risk registers, and payer-ready outcome reports.

Go-to-Market

Pilot design with measurable ROI tied to codes, quality metrics, and contracts.

Pricing

Engagement tiers and fixed-fee sprints for speed and predictability.

Testimonial

References from clinicians and health-system leaders available on request.

Contact

Let’s scope a sprint that gets you to your next milestone.

Footers

Security, privacy, and compliance notes—easy to find for buyer diligence.

Learn more in our Blog

View all posts »

Articles on regulatory trends, workflow integration, and validation strategies for AI in healthcare. Each post gives founders and teams practical guidance on building safe, adopted, and reimbursable AI products.

AstroWind template in depth

AstroWind template in depth

While easy to get started, Astrowind is quite complex internally. This page provides documentation on some of the more intricate parts.

FAQs

Frequently Asked Questions

Common questions about engaging Stochastic Health

Why work with a physician consultant?

Startups often underestimate workflow, safety, and regulatory friction. Having a physician who also speaks product and tech prevents costly mistakes and accelerates adoption.

What do you deliver?

Clear artifacts: PCCP drafts, validation protocols, SOPs, clinical safety reviews, reimbursement dossiers, and EHR integration playbooks.

Do you work only with U.S. companies?

No. Experience includes U.S. FDA, HIPAA, CMS reimbursement—but also EU AI Act, GDPR, and CE-mark pathways.

When should we bring you in?

Early is best—before pilots are designed or claims are made—but support is also available for later-stage regulatory prep, payer discussions, or enterprise contracting.

How do engagements work?

Options include fixed-fee sprints, retainer advisory, or embedded support with product/clinical teams.

What makes Stochastic Health different?

Hands-on ED physician background, deep knowledge of Epic workflows, and real experience translating AI into production clinical environments.

24
Projects Supported
10K+
Clinical Hours
12
Specialties Covered
8
Systems Integrated

Ready to
Accelerate Clinical Adoption?

Let’s scope a focused sprint or ongoing advisory engagement to get your AI health product adopted, reimbursed, and trusted.

Schedule a call