Clinical & Systems Collective
Active Peer-Review BoardTeam Merry AI
Clinical Intelligence Board
Physicians, EHR integration engineers, and AI researchers collaborating to return two hours of clinical presence to every provider every day — with zero audio retention and statutory audit defensibility.
Our Editorial Mission
Our mission is simple: return two hours of clinical presence to every provider every day. We build ambient AI that writes comprehensive, audit-defensible clinical notes without taking physician attention away from the patient or storing encounter audio.
Clinical Medicine
Dr. Sarah Chen, MD
AI & Speech Lab
Dr. Alex Rivera, MD
Systems Architecture
Elena Vance & Marcus Thorne
EHR Informatics
Kaif R. & Elena Reyes
Interdisciplinary Collective
The Collaborators Behind Team Merry AI
Every clinical scenario, browser injection model, and regulatory analysis is authored by practicing physicians, EHR architects, and clinical informatics specialists. Click any collaborator to filter their authored contributions.
Dr. Sarah Chen, MD
Board-certified internist specializing in clinical informatics, CPT G2211 complexity capture, and health tech statutory compliance. Oversees clinical fidelity and physician review safeguards across all Merry AI documentation playbooks.
Dr. Alex Rivera, MD
Clinical AI researcher focused on natural language processing, LLM attestation boundaries, multi-speaker acoustic diarization, and medical decision models that protect clinician diagnostic reasoning.
Elena Vance
Distributed systems engineer building zero-IT browser DOM injection engines and sub-second streaming ASR pipelines. Leads architectural benchmarking against Nuance DAX Copilot and Suki AI.
Marcus Thorne
Distributed systems engineer specialized in zero-IT browser DOM injection engines, sub-second ASR pipelines, and ephemeral RAM audio memory architectures under HIPAA §164.312.
Kaif R.
Clinical Informatics Specialist specializing in ambulatory EHR workflow architecture, FHIR interoperability, E/M documentation integrity, and clinical AI security governance at Scribing.io.
Elena Reyes
Specializes in browser DOM automation, USCDI v4 interoperability, and reducing physician administrative load across enterprise ambulatory platforms including NextGen and gMed.
Editorial Governance & Rigor
How Team Merry AI Researches, Tests & Benchmarks
Our publications are not marketing summaries. They are technical blueprints verified by practicing physicians and enterprise integration engineers.
Board-Certified MD Peer Review
Every clinical scenario, SOAP structure, and billing recommendation is reviewed and validated by practicing physicians before publication.
Statutory & Regulatory Lineage
Content is directly anchored to CMS 2026 §415.130, HIPAA §164.312, CPT G2211 longitudinal complexity, and state-level healthcare AI consent laws.
Empirical EHR Sandbox Testing
All integration steps and DOM field mappings are tested across live browser environments in DrChrono, Valant, NextGen, ModMed, and Athenahealth.
Transparent Benchmark Integrity
Head-to-head comparisons against legacy dictation and enterprise scribes cite public pricing, objective feature tables, and documented ROI metrics.
“Every clinical recommendation, regulatory reference, and EHR workflow playbook published under Team Merry AI undergoes rigorous verification against active CMS guidelines and live EHR sandbox environments. Our standard is simple: would we rely on this note structure in our own clinical practice?”
Publications Library (48)
Authored Guides & Research
Search and filter across all peer-reviewed articles, EHR blueprints, and statutory rules.
CA AB 3030 & SB 1120 for Multi-Specialty Groups
In-encounter generative AI disclosure and physician-attested medical-necessity rationale across cardiology, ortho, and oncology. Book your workflow audit at https://cal.com/merryai/demo.
18 Pa.C.S. § 5704: Ambient AI Consent
How Pennsylvania's all-party wiretap consent standard governs ambient AI scribing, from pre-roll suppression to FHIR Consent artifacts. Book your workflow audit at https://cal.com/merryai/demo.
CPT G2211 for Family Medicine & Geriatrics
How to substantiate the longitudinal relationship requirement for the E/M complexity add-on in primary and geriatric care. Book your workflow audit at https://cal.com/merryai/demo.
NY SHIELD Act & AI Mandate for Ambulatory Groups
Operationalize reasonable security and AI transparency with zero-day audio shredding, stateless inference, and FHIR R4 Provenance tagging. Book your workflow audit at https://cal.com/merryai/demo.
Texas HB 1709 & TMB Rule 165.1 for Groups
Persistent AI labeling, physician attestation, and WORM audit trails for Texas documentation compliance. Book your workflow audit at https://cal.com/merryai/demo.
FL §934.03 Telehealth Recording Consent
How Florida telehealth providers satisfy all-party consent for AI ambient scribing under §934.03. Book your workflow audit at https://cal.com/merryai/demo.
Michigan MCL 750.539c: Ambient Scribe Consent
How Michigan health systems satisfy all-party eavesdropping consent before ambient recording using geofenced gates and FHIR write-back. Book your workflow audit at https://cal.com/merryai/demo.
Georgia O.C.G.A. 16-11-62 for Telehealth
How Georgia physician groups reconcile the state eavesdropping statute with telehealth recording and AI scribing consent. Book your workflow audit at https://cal.com/merryai/demo.
Washington MHMDA for Ambulatory & Telehealth
How ambulatory and telehealth clinics operationalize RCW 19.373 opt-in consent, non-sale boundaries, and RAM-only audio for AI documentation. Book your workflow audit at https://cal.com/merryai/demo.