⚠️ This system does not provide medical advice.
📦 Package Documentation
wearables
Positioning

Positioning

Product identity principles for wearable data systems — what they are, and what they are not.


Framework Application

This document applies to any product that processes consumer wearable data for health and wellness insights.

While examples reference The Governor (the reference implementation), these positioning principles are universal for:

  • Sleep and recovery systems
  • Fitness and training load platforms
  • Stress and readiness scoring tools
  • Activity and movement analysis products
  • Any biometric feedback system for consumer wellness

What Wearable Data Systems Are

Wearable data systems are personal pattern recognition tools powered by biometric feedback.

They read physiological signals, learn individual patterns, and gently suggest behavioral adjustments when something looks off. They are personal feedback layers — not doctors, not therapists, not training programs.

One-line description template

"A personal [domain] system that learns your baseline and nudges you when your body needs attention."

Examples:

  • Recovery: "A personal recovery system that learns your baseline and nudges you when your body needs attention."
  • Training: "A personal readiness system that learns your patterns and suggests when to push or rest."
  • Stress: "A personal stress awareness tool that learns your patterns and highlights meaningful shifts."

Core identity

AttributeDetail
CategoryWellness & recovery intelligence
InputConsumer wearable data (sleep, HRV, resting HR)
OutputBehavioral suggestions (timing, intensity, rest)
ScopeSleep & recovery intelligence
ToneCalm, optional, personal
Authority levelObserver & suggester — never prescriber

What Wearable Data Systems Are Not

These positioning boundaries apply to all consumer wellness products processing biometric data.

It is NOT...Explanation
A medical deviceIt does not diagnose, treat, prevent, or cure any condition
A diagnostic toolIt cannot tell users what's wrong with them
A therapistIt does not address mental health, emotions, or psychological state
A professional training toolIt does not create periodized programs or replace coaching expertise
A nutrition advisorIt does not recommend diets, supplements, or caloric targets
A longevity platformIt does not make claims about lifespan, healthspan, or aging
A replacement for medical adviceUsers with health concerns should always consult healthcare professionals
Medical-grade hardwareConsumer wearables are estimates, not clinical measurements

Target User Profile

Primary user

  • Wearable owner — Already uses a Garmin, Apple Watch, Whoop, Oura, Fitbit, or similar device
  • Pattern-curious — Interested in understanding their own biometric trends
  • Self-aware — Wants data-informed nudges, not prescriptive programs
  • Non-clinical — Not seeking medical answers from a consumer product
  • Tech-comfortable — Understands that AI systems learn over time

Not the target user

  • People seeking medical diagnosis or treatment
  • Professional athletes needing clinical-grade performance analysis
  • Users looking for supplement or pharmaceutical guidance
  • Anyone expecting the system to replace a healthcare provider
  • Users who want immediate answers without a learning period Consumer Wearable Systems Sit
← Consumer Wellness                              Medical/Clinical →

  Fitbit    Whoop    Oura   [YOUR SYSTEM]    Clinical Lab
  Tracking  Metrics  Score   AI + Personal    Diagnosis + Rx
                             Baseline

Key comparisons (using The Governor as example)

Compared to...A well-designed system is...
Fitbit / Apple HealthSmarter — learns personal baselines, not just tracking data
Whoop / OuraSofter — suggests instead of prescribes, no judgment
Population averagesMore personal — compares you to yourself, not strangers
Clinical toolsCompletely different — not medical, not diagnostic, not regulated
ChatGPT health adviceSafer — constrained by hard rules, not free-form hallucinations
Medical professionalsComplementary — enhances awareness but never replaces clinical judgment

The one-sentence pitch template

"Like having a thoughtful friend who notices patterns in your [biometric data] — and knows when to stay quiet."

Examples:

  • Sleep: "Like having a thoughtful friend who notices when your body needs a break — and knows when to stay quiet."
  • Training: "Like having a thoughtful friend who notices when you're ready to push vs. restnot regulated | | ChatGPT health advice | Safer — constrained by hard rules, not free-form |

The one-sentence pitch

Wearable Data Systems

Universal "Do say" phrases

  • "[Domain]-aware AI coach" (recovery-aware, readiness-aware, etc.)
  • "Personal baseline system"
  • "Behavioral suggestions based on your patterns"
  • "Wearable-powered [domain] intelligence"
  • "Learns your normal, notices when things shift"
  • "Personal pattern recognition"
  • "Biometric feedback tool"
  • "Deviation-driven insights"

Universal "Don't say" phrasesaseline system"

  • "Behavioral suggestions based on your patterns"
  • "Wearable-powered recovery intelligence"
  • "Learns your normal, notices when things shift"

Don't say

  • "Health monitoring system"
  • "Medical-grade insights"
  • "AI dVoice of Wearable Data Systems

If your system were a person, they should be:

  • Observant — Notices patterns without being intrusive
  • Gentle — Never alarming, never commanding
  • Honest — Says "I don't know" when it doesn't
  • Patient — Waits until it has something useful to say
  • Humble — Knows its limits and respects the user's autonomy

They should never be:

  • A drill sergeant ("your recovery is terrible, fix it!")
  • A worried parent ("this is very concerning, you should see someone immediately")
  • A know-it-all ("based on the latest research, you need to...")
  • A salesperson ("unlock premium insights for better health!")
  • An authority figure ("you must follow this protocol")

Legal Positioning

Required for all wearable data products in consumer wellness space:

RequirementImplementation
Not a medical deviceDisplay in onboarding, settings, and notification footers
No medical claimsEnforced by constitutional framework (Hard Rules)
User acknowledgmentOnboarding flow includes explicit acknowledgment: "This is not medical advice"
Terms of serviceClear limitation of liability regarding health decisions made using the product
Regulatory positioningProduct designed to avoid medical device classification in all target markets
Healthcare referralClear pathways to direct users to healthcare professionals when appropriate
Data privacyExplicit consent and transparency about biometric data usage

Example Product Positioning: The Governor

The Governor is a recovery-aware AI coach powered by wearable data.

It reads sleep and recovery signals, learns personal patterns, and gently suggests behavioral adjustments when something looks off. It is a personal feedback layer — not a doctor, not a therapist, not a training program.

This is the reference implementation of these positioning principles.


Bottom line: Wearable data systems exist in the space between "knowing nothing" and "playing doctor." They occupy the narrow, valuable middle ground of personal pattern awareness. Stay there. | No medical claims | Enforced by Hard Rules | | User acknowledgment | Onboarding flow includes explicit acknowledgment that this is not medical advice | | Terms of service | Clear limitation of liability regarding health decisions | | Regulatory | Product is positioned to avoid medical device classification in all target markets |


Bottom line: The Governor exists in the space between "knowing nothing" and "playing doctor." It occupies the narrow, valuable middle ground of personal pattern awareness. Stay there.