Experiences | Shreyas Sriram

2026 · Clinical AI Evaluator

mpathic

Evaluating clinical AI interactions for communication quality, empathy, safety, and appropriate response behavior.
Reviewing model outputs in clinical-context workflows while keeping patient safety, trust, and health-equity concerns in view.
Contributing clinical and human-factors judgment to AI evaluation rubrics and review workflows.

Clinical AI LLM Evaluation Human-in-the-Loop Patient Safety Health Equity

2026 · Founder / Product Builder

Somanaut @ Practice Intuition

Somanaut is the coaching application layer of Practice Intuition: a product system for helping the mind better operate the brain-body interface.

Digital Product System

Founded the Practice Intuition product direction and translated the philosophy into Somanaut's coaching application model.
Defined protocol logic, reflection loops, adaptive flows, and safety boundaries for brain-body self-coaching.
Used Bonita MVP learnings to clarify the move from wellness triage toward a broader adaptive coaching product.

Coaching + Embodied Practice

Connected movement coaching, biomechanics, swim instruction, and clinic-based movement education to product requirements.
Mapped the body as a feedback interface for attention, emotion, confidence, and performance.
Built a consistent language across philosophy, coaching practice, and digital product design.

Live / reference links

PI Substack PI LinkedIn

Bonita Project & Live MVP

Bonita was the first proof-of-concept MVP for this direction: an early wellness intelligence prototype that tested structured triage, protocol output, and safety boundaries before Somanaut became the broader coaching product.

Bonita Project Bonita Live MVP

Practice Intuition Somanaut Brain-Body Interface Adaptive Systems

2025 · Lead Product Engineer

Clinical Roleplay Simulator - NBME

Led 0-to-1 product engineering for an NBME-sponsored clinical communication simulator for OSCE-style practice.
Built React + TypeScript learner flows for scenario selection, text/voice patient interaction, transcript handling, and formative feedback.
Separated scenario, patient, and evaluator states so patient roleplay stayed realistic while feedback stayed rubric-aligned.

Case study / PRD / live links

Case Study Live Demo PRD GitHub Repo

Tech stack

React TypeScript OpenAI Pinecone RAG ASR / TTS

2025 · Multimodal Developer / Product Engineer

HapTrek - Haptic Outdoor Navigation Prototype

Prototyped a wearable haptic navigation and safety-support concept using Arduino, accelerometer logic, and vibration feedback.
Designed non-visual feedback patterns for eyes-busy outdoor movement, terrain awareness, and fall or hazard signaling.
Translated embodied-interface research into a demo narrative covering perception-action coupling, accessibility, and field validation needs.

Reference links

Case Study gainsbyshrey

Tech stack

Arduino C++ Haptics Accelerometer Field Testing

2025 · UX Researcher

NATHAN Sports / United Sports Brands - Bentley HF

Planned and moderated usability sessions evaluating mobile product discovery, navigation, comparison, and conversion friction.
Synthesized participant behavior, runner segments, and competitive benchmarks into prioritized product recommendations.
Delivered research-backed design recommendations for findability, product comparison, and mobile shopping flow.

HF795 AI Evidence Tools Study

Mixed-methods research comparing OpenEvidence, Consensus, and Perplexity for trust, comprehension, evidence interpretation, citation presentation, and appropriate reliance.

HF795Mixed MethodsAI Trust

HF780 Adaptive Home Healthcare

Human factors research on home-based care requirements, ecological dynamics, and adaptive human-in-the-loop technologies for non-clinical environments.

HF780Home HealthcareEcological Dynamics

Reference links

Nathan Case Study picsbyshrey

Moderated Usability Research Mobile UX Product Recommendations Design Recommendations Competitive Benchmarking

2024-2025 · Movement / Coaching Experience

YMCA + Wellness Group

YMCA Swimming Instruction

Coached adults, children, and aquatherapy participants by adapting cues to fear, confidence, perceptual readiness, and motor-learning needs.

Wellness Group / Movement Education

Supported movement education and wellness conversations with an emphasis on scope, trust, body awareness, and practical next steps.

gainsbyshrey

YMCA Movement Education Aquatherapy Context Wellness Coaching Scope Boundaries

2023-2024 · Associate PM / Healthcare Communication Context

Associate PM @ CCnC Solutions + EMT

Associate PM @ CCnC Solutions

Supported early healthcare-product incubation around caregiver communication, structured intake, and escalation-aware handoff workflows.

Translated ambiguous healthcare communication problems into MVP slices, user flows, and product language.
Connected caregiver needs, AI-assisted information gathering, and operational handoff constraints.
Used the work to clarify ChatEMT as a safer healthcare communication and summary concept.

EMT as Secondary Experiential Context

EMT experience made the product context concrete: patient emotion, time pressure, documentation, transport, handoffs, uncertainty, and scope boundaries all shaped how the communication problem was framed.

Patient-facing care and transport under real operational constraints.
Closed-loop communication, handoff structure, and escalation awareness.
Useful clinical context for healthcare tools without overstating medical scope.

Associate PM CCnC Solutions Healthcare Communication EMT-B Patient Handoff

2019-2022 · BME Capstone Co-Inventor

Glenoid Implant Patent - RPI

Co-invented a modular Glenoid implant for shoulder arthroplasty during a multi-year BME capstone team.
Ran biomechanical analysis, materials and biocompatibility tradeoffs, and mechanical stress testing on 3D-printed prototypes.
Contributed to the patent narrative covering modularity, longevity, and revisional-surgery considerations.

Patent

Shoulder Arthroplasty SolidWorks FEA Mechanical Testing

2018 · UX/UI Intern (AR iOS)

Praxik LLC - AR Internship Project

Designed and built a museum-learning AR app concept during an 11-week client-facing internship.
Translated Adobe XD concepts into Xcode/Swift/ARKit implementation with plane detection and 3D model placement.
Iterated through stakeholder feedback, visual critique, onboarding friction, and demo-ready milestones.

Case Study

Adobe XDSwiftARKitSceneKit

Clinical AI, human factors, full-stack prototypes, and embodied systems.