From Clinical Idea to Regulation-Aware AI Application

We partner with clinicians to turn clinical insight into AI products built with the regulatory pathway in view from day one — predictive models, clinical decision support tools, agentic AI applications, real-time patient data systems, and edge AI. Startup speed, with the regulatory frameworks (FDA, IEC 62304, ISO 14971, HIPAA) shaping every architectural decision.

Book a Free Scoping Call

Tell us about your clinical AI idea — we'll respond within 24 hours.

No obligation  ·  Free 30-min call  ·  Regulatory overview included

25+ Years Healthcare Tech
FDA Pathway Experience · Class II
MPD Northwestern Product Design
IoMT Wearables & BLE Devices
$30M Dir. Eng · B2B BLE Health Platform
10+ Startups & Ventures
HIPAA IEC 62304 · IRB
How We Work

From Clinical Idea to Market Traction

A structured, regulatory-aware path from clinical concept to deployed application — and the audience that turns it into a business. Each phase is what we deliver and how you measure it.

01
Phase 01 · Align

Discovery

We assess your clinical problem, surface data sources, classify regulatory risk, and lock the intended use before a line of model code is written.

You walk away withAn intended-use statement, risk classification, and clinical-fit memo.
Scoping Calls Clinical Review Intended Use
02
Phase 02 · Design

Blueprint

Technical architecture, product design, regulatory pathway mapping, and a clear development plan with milestones — ready for engineering or investors.

You walk away withA technical spec + regulatory roadmap you can hand to investors or developers.
Product Design System Architecture Regulatory Mapping Data Strategy
03
Phase 03 · Build

Develop

Development of predictive models, clinical decision support, and real-time monitoring under IEC 62304 lifecycle practices — from wearable BLE integrations to deployed cloud endpoints. Startup velocity, with the discipline of a regulated software lifecycle.

You walk away withA working, demo-able clinical AI application built under an IEC 62304-aligned lifecycle.
Predictive Models Clinical Decision Support Wearables & IoMT Real-Time Monitoring IEC 62304
04
Phase 04 · Ship

Deploy & Document

Live deployed application with verification and validation documentation organized in line with FDA submission practices for Class II software.

You walk away withA deployed URL plus a structured V&V documentation package your regulatory advisor can build on.
V&V Documentation Cloud Deployment Submission-Aligned Docs
05
Phase 05 · Grow

Launch & Grow

Position the product, build the audience, and turn clinical credibility into customers — email courses, newsletters, lead funnels, and growth experiments tuned for healthcare buyers.

You walk away withA live email course, growing newsletter, and qualified pipeline of clinical buyers.
Email Courses Newsletter Strategy Lead Generation Growth Hacking Positioning
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Across all five phases

Fractional Chief AI Officer

A senior technical voice in every product, vendor, and investor decision — startup velocity with the discipline of a Fortune 500 health system. Engaged from Discovery through Growth, so the strategy stays coherent end-to-end.

Technical Leadership Startup Advisory Vendor Oversight Investor Readiness
Expertise

Built for Compliance, Not Bolted On

Most AI consultancies build first and worry about compliance later. We design for regulatory requirements from the first line of architecture — with the speed of a startup and the rigor of an enterprise.

Every piece below is a discipline we bring to the table. Together, they snap into a complete picture of clinical AI done right.

FDA Class II — Architecture and process patterns we have used inside FDA Class II SaMD development. FDA Class II SaMD Lifecycle — End-to-end device classification and lifecycle planning aligned to FDA SaMD guidance. SaMD Lifecycle IEC 62304 — Software lifecycle practices: requirements traceability, design controls, verification, validation. IEC 62304 ISO 14971 — Risk management: hazard analysis, risk control measures, residual risk evaluation. ISO 14971 DHF — Design History File structure and traceability matrices that survive a regulatory audit. DHF V&V — Verification and validation protocols that map to clinical claims, not just unit tests. V&V IRB — Study protocols, consent flows, and documentation patterns that pass institutional review. IRB CE Mark — EU MDR awareness for products that need to ship into European clinical settings. CE Mark HIPAA — PHI handling, BAAs, audit logging, and data minimization built into the architecture from day one. HIPAA GDPR — EU data privacy: lawful basis, data subject rights, cross-border transfer patterns. GDPR Privacy by Design — Data minimization, consent-aware architecture, and de-identification baked into the system design. Privacy by Design Clinical AI — Predictive models and clinical decision support tuned for healthcare-specific metrics — calibration, subgroup performance, drift. Clinical AI Agentic AI — Multi-step clinical AI agents and orchestration with safety guardrails and human-in-the-loop checkpoints. Agentic AI IoMT & Wearables — BLE device integration, real-time streaming, and edge AI deployments we have shipped before. IoMT & Wearables Product Design — Clinical UX and system architecture that fits inside a 7-minute clinical encounter. Product Design Human Factors — IEC 62366 usability engineering: use-error risk identification and mitigation for clinical tools. Human Factors Design Thinking — Human-centered ideation, task analysis, and clinical workflow mapping with the actual end user. Design Thinking Systems Thinking — Risk modeling and architectural analysis across the whole care pathway, not just the AI component. Systems Thinking Strategic Planning — Product roadmaps, investor narrative, and market entry sequencing for clinical AI startups. Strategic Planning Startup DNA — Pattern recognition from 10+ health tech ventures: what compounds, what wastes runway. Startup DNA

Two Paths Into GluonLabs

Whichever path you take, we walk it with you across the five phases above — from Discovery to Launch & Grow.

For Clinicians With Ideas

You have the clinical expertise. We build the technology.

You see a gap in clinical care that AI could solve. You have domain knowledge, access to data, and clinical credibility — but no technical cofounder. That's where we come in. We engage on a project basis and walk you through every phase.

  • Predictive models & clinical decision support — built in Develop
  • FDA-aware development from Discovery onward
  • Investor-ready spec & roadmap from Blueprint
  • Email course, newsletter, and pipeline from Launch & Grow
For Clinician Cofounders

We're building a clinical AI studio. Join us.

We're actively seeking clinician partners who want to co-develop AI products at the intersection of clinical expertise and technical leadership. Bring your domain — we bring the engineering, the regulatory rigor, and the go-to-market motion. Equity-aligned, end-to-end.

Tell Us About Your
Clinical AI Idea

Whether you're exploring a concept or ready to build, we'll help you understand the technical path forward — from architecture to regulatory compliance.

  • Free 30-minute scoping call
  • Response within 24 hours
  • No-obligation technical assessment
  • Regulatory pathway overview included

Start Your Project