Sensor Bio
vs WHOOP

One is signal infrastructure, built to carry raw physiological data into any system that needs it. The other is a consumer wearable, built to carry Strain, Recovery, and Sleep coaching onto a membership screen. Here is the difference, specification by specification.

Sensor Bio V2
Sensor Bio V2 Raw signal / continuous
vs
WHOOP 5.0 SuperKnit band
WHOOP 5.0 / MG Consumer wearable / scored coaching
Why Sensor Bio rises above

Built as infrastructure, not as a gadget.

Four differences decide whether a wearable can carry an institutional workload. WHOOP was built as a consumer coaching product, not as partner signal infrastructure.

01 / Raw data

The full waveform, not the summary

Scores and insights sit on top of the exposed raw signal, with the context that shows what drove the number.

WHOOP

Public Developer API hands over scored summaries. Continuous raw PPG, IBI, and intraday HR series are not listed on that surface as of 2026-10-28.

02 / Platform

One system, every use case

Designed from the ground up as a data platform that clinical, defense, and enterprise partners build on directly.

WHOOP

A membership product for athletes and teams. Partners inherit the WHOOP app, scores, and roadmap.

03 / White label

Your brand on the signal

Ships as infrastructure a partner can put its own name on from the first deployment.

WHOOP

White-label / OEM is not listed on current whoop.com product pages as of 2026-10-28. The brand stays theirs.

04 / Configurable

Shaped to the deployment

Data model, retention, and reporting are configured to the partner's environment: a hospital, a base, a research protocol.

WHOOP

Configured per membership tier and individual athlete, not per hospital, base, or research protocol.

A wellness tracker tells a person a score and stops there. A signal platform shows the score, the raw signal behind it, and hands over the data to prove it.
The Sensor Bio doctrine / truth over interpretation
Where WHOOP falls short

Six problems institutional buyers run into, and how we answer each one.

How Sensor Bio answers it
The WHOOP problem
Data access

Raw waveform export is the default data product for every partner, not a gated upsell.

WHOOP

The public WHOOP Developer API (OAuth2) documents scored summaries. Continuous raw PPG waveforms, beat-to-beat / RR intervals, and continuous intraday HR sample series are not listed on those OpenAPI docs as of 2026-10-28. Unite / research channels may differ; partners should confirm with WHOOP.

History

Deployments are configured to retain the history a partner actually needs.

WHOOP

Public API collections are paginated with start/end filters. A partner-configurable retention window is not listed on the public OpenAPI docs as of 2026-10-28.

Interpretation

Every score ships next to the raw signal it was built from, plus the context for what drove it.

WHOOP

Recovery, Strain, and Sleep scores are the product. The public API returns those scores (and supporting summary fields) without the raw waveform they were built from.

Backend

Partners build directly on the Sensor Bio platform, built as infrastructure from the start.

WHOOP

Partners build on the WHOOP membership cloud and the public Developer API. Trusted Partner OAuth is documented for lab / requisition workflows, not as a general raw PPG export path.

Branding

Native white-label from the first deployment. The partner's brand carries the platform end to end.

WHOOP

A white-label or OEM path is not listed on current whoop.com product pages as of 2026-10-28. Members live in the WHOOP app under the WHOOP brand.

Fit for purpose

Configured per deployment from day one: a hospital, a base, or a research protocol.

WHOOP

Built for athletes and teams who want Strain–Recovery–Sleep coaching. Institutional capture, white-label, and waveform-level control are a retrofit.

Out of the box

Everything the Sensor Bio SDK hands you on day one.

Eight categories of physiological data, fetchable per day or across a range, with the raw datapoint series underneath every summary. No separate license. No gated tier.

01 / Vitals

Continuous core signals

Cardiac

Heart rate, daily and trending, with a Poincaré plot. Heart rate variability across the same daily and range views.

Respiratory

Respiratory rate, daily and trending.

Thermal

Skin temperature: min, max, average, and the full point series.

02 / Activity

Movement and energy

Counts

Steps graphed over time, and calories.

Scoring

Daily activity score with baseline difference and progress percentage.

Duration

See how much you move with a daily running total of movement duration.

03 / Recovery

Readiness, daily and ranged

Score

Daily recovery score compared across weeks, months and years.

Calibration

Scores are personal to you and after calibration, reflect your physiological changes.

Aggregate

Use the underlying biometrics or the aggregate score for easy reference.

04 / Sleep

The deepest surface in the SDK

Score and stages

Sleep score with running average, contributing factors, and penalties. Awake, REM, light, and deep percentages, plus minute-by-minute stage intervals across the night.

Overnight vitals

Resting HR and HRV, plus full HR, HRV, and respiratory-rate graphs with every datapoint. Skin temperature with min, max, average, uncertainty, and baseline comparison.

Timing

Total sleep time, onset and wake timestamps, and per-session timing including naps.

Guidance and debt

Recommended bedtime, wake time, and duration. Circadian score and net sleep debt with three-night accounting. Range views add score trends, daily sleep-time points, and an aggregated debt graph.

05 / Spot check

On-demand snapshot

Autonomic

HRV against baseline, and parasympathetic to sympathetic balance.

Cardiorespiratory

Min, max, and average HR with a graph, plus respiratory rate and stress index.

Confidence

Signal-to-noise ratio on the reading, and a PDF report link.

06 / Workouts

Session-level biometrics

Heart rate

Per-workout average, min, and max heart rate.

Zones

Time-in-zone breakdown for the session.

Views

Summary, detail, and timeline endpoints per workout.

07 / Profile

Cloud-synced attributes

Performance

VO₂ max, max HR, and computed max HR.

Anthropometrics

Height, weight, and walk / run stride.

Bulk pull

Biometrics, sleep, and steps across a date range in one call.

08 / Live stream

Raw signal, in real time

Channels

During an active recording session the band streams HR, HRV, respiratory rate, beat-to-beat intervals, raw PPG, signal-to-noise ratio, and motion.

Why it matters

This is the ground-truth channel a wellness tracker never exposes. Everything above is derived from it.

Compiled from the public SensorBio SDK interface, v0.17.0. Categories one through seven are fetched from the cloud after sync, per day or across a date range, with cached and force-remote variants. Sensor Bio V2 is a general wellness device: not FDA-cleared, not FDA-approved, not intended for diagnostic use.

WHOOP public API

What the public WHOOP Developer API actually exposes.

OAuth2 authorization-code integration for apps that already have WHOOP members. Scored objects, not a raw-signal product. Sourced from the public OpenAPI surface at developer.whoop.com/api/ as of 2026-10-28.

read:recovery

Recovery score, HRV (RMSSD), resting heart rate. Sample objects also include SpO2 percentage and skin temperature.

read:cycles

Day Strain, kilojoule, average and max heart rate, and step count for a physiological cycle.

read:workout

Workout Strain, average/max HR, energy, distance, altitude, and zone-duration totals.

read:sleep

Sleep performance, efficiency, and consistency percentages, plus stage durations (light, slow-wave, REM, awake). A hypnogram timeline is not in the public samples.

read:profile / body

Name and email. Height, weight, and max heart rate.

Not listed

Continuous raw PPG waveforms, beat-to-beat / RR intervals, and continuous intraday HR sample series are not listed on the public WHOOP Developer API OpenAPI docs as of 2026-10-28. Trusted Partner OAuth (whoop-partner/token) is documented for lab / requisition partner workflows, not as a general raw PPG export path. Research partners should confirm Unite / raw export terms with WHOOP.

Comparison table

How the two platforms actually compare.

Specification
Platform
Sensor Bio
Sensor Bio V2
Platform
WHOOP
WHOOP 5.0 / MG
Hardware
Band material Matte black woven nylon diamond-weave, low-profile curved module Interchangeable bands for WHOOP 5.0 / MG: SuperKnit, CoreKnit, SportFlex (silicone), CloudKnit, LeatherLuxe, Navigator, Meridian (stainless mesh). As of 2026-10-28, whoop.com apparel page.
Case material Plastic and polycarbonate sensor housing with TiN electrodes Not listed (as of 2026-10-28)
Sensor hardware Multi-wavelength raw PPG with three-axis accelerometer and temperatureUp to 100 Hz raw export Optical heart-rate sensors collecting data points every second, 24/7. Press notes (May 2025) describe sensors capturing data 26 times per second. PPG wavelength count is not listed (as of 2026-10-28). Product pages list HR, HRV, respiratory rate, skin temperature, and movement.
Continuous wear and battery 3-4 days of continuous PPG captureFull charge in 2 to 4 hours, roughly 15 minutes for a top-up. USB-C 14+ days per charge on WHOOP 5.0 and MG. Full charge about 2 hours. Wireless PowerPack (on-body) or wired Basic Charger. As of 2026-10-28, whoop.com locker (dated 2026-09-14).
Water resistance IP68, water-resistant to 1.5 m for 30 minutesAvoid prolonged hot showers, saunas, steam rooms, and soaps or chemicals, which degrade water resistance over time IP68, water-resistant to 10 meters for two hours. As of 2026-10-28, whoop.com product pages.
Weight and fit About 1 oz, one size, adjustable, all-day wear Device weight not listed (as of 2026-10-28). Screenless sensor; wrist, biceps, or WHOOP Body apparel. Press (May 2025) describes a 7% smaller form than the prior generation.
Operating temperature −40°C to +85°C Not listed (as of 2026-10-28)
Sync Bluetooth Low Energy 5.0, one-touch pairing, no PIN required Syncs with the WHOOP app. Radio / Bluetooth version not listed (as of 2026-10-28). Live heart rate broadcast is listed as a battery-affecting feature.
Platform
Design philosophy Signal-first screenless band. Scores sit on top of exposed raw signal, not in place of it Screen-free consumer wearable that feeds Strain, Recovery, and Sleep coaching in the WHOOP membership app
Backend model Built as infrastructure. Every partner builds directly on the platform WHOOP membership cloud. Public Developer API is OAuth2 scored-summary integration for apps
White-label and OEM Native white-label, partner brand from the first deployment Not listed as a white-label or OEM product path on whoop.com as of 2026-10-28
Customization Configured per deployment: clinical, defense, or researchData model, retention, and reporting shaped to the environment Configured per individual membership (One / Peak / Life) as of 2026-10-28
Primary market B2B enterprise solutions Individual athletes and teams in the WHOOP membership ecosystem
Data
Raw signal access Raw waveform export is the default data productRaw PPG, IBI, accelerometer, and gyroscope, up to 100 Hz Continuous raw PPG waveforms, beat-to-beat / RR intervals, and continuous intraday HR sample series are not listed on the public WHOOP Developer API OpenAPI docs as of 2026-10-28. Research partners should confirm Unite / raw export terms with WHOOP.
Scores and insights Activity, recovery, and sleep scores, always paired with the raw signal behind themEvery score carries the context for what drove the number Recovery score, Strain, sleep stage durations, HRV / RHR on recovery, and workout zones — the documented public API output as of 2026-10-28
On-device storage Local buffer pending BLE sync7 days to 6 months depending on configuration Not listed (as of 2026-10-28)
Cloud and history Sensor Bio cloud platform, with raw data export to partners Public API collections are paginated with start/end filters. A fixed consumer history window is not listed on the public OpenAPI docs as of 2026-10-28
Reporting and clinician share Customizable RPM dashboard with raw and derived exportTrending window set by the partner, not by us WHOOP app coaching views. Public API returns scored objects. Trusted Partner OAuth is for lab / requisition workflows, not a general raw PPG export path, as of 2026-10-28
Biometrics
Heart rate Continuous raw PPGCadence is customizable: periodic or continuous, with the raw waveform retained1-second resolution during active captures, 1-minute averages otherwiseRaw PPG, IBI, HR, and HRV all exportableCustom triggers, alerts, and notifications Continuous optical HR in the consumer product. Public API returns average / max HR on cycles and workouts, not a continuous sample series, as of 2026-10-28
Heart rate variability Captured whenever enough IBIs are valid: good signal quality, low motionSampled every 2 minutes through the night, during the day when available, and on spot checkCustom triggers, alerts, and notifications HRV RMSSD on the recovery score object via read:recovery. Raw IBI / RR intervals are not listed on the public OpenAPI docs as of 2026-10-28
Respiratory rate Derived from raw IBICaptured whenever enough IBIs are valid: good signal quality, low motionCustom triggers, alerts, and notifications Respiratory rate on the sleep score object (read:sleep). A continuous series is not listed as of 2026-10-28
Activity tracking Raw accelerometer and gyroscopeSteps, sleep and activity classification, calories, movement minutesActivity score with custom triggers, alerts, and notifications Day Strain, kilojoule, and step_count on cycles; workout Strain and zone-duration totals on the public API as of 2026-10-28
Sleep tracking Continuous multi-sensor sleep detectionStages: REM, deep, light, and awakeSleep score, duration, recommendations, and circadian scorePartner-defined classification validated against PSGCustom triggers, alerts, and notifications Sleep performance, efficiency, and consistency percentages, plus stage durations (light, slow-wave, REM, awake). A hypnogram timeline is not in the public samples as of 2026-10-28
Temperature tracking Continuous skin temperature, 24/7 at per-minute resolutionCaptures skin temperature deviationSkin temperature is not core temperature skin_temp_celsius on the recovery score object (public API as of 2026-10-28). Product pages list 24/7 skin temperature. Continuous series export is not listed on the public OpenAPI docs
ECG Single-lead ECG capability, coming soon30 seconds or longer, user-initiatedTriggered in the app or by touching the side finger electrode On-demand Heart Screener with ECG on WHOOP MG with a Life membership; medically regulated and not available in every region (as of 2026-10-28). Not listed on the public Developer API OpenAPI docs as of 2026-10-28
Heart rate recovery Available from raw data Not listed on the public Developer API OpenAPI docs as of 2026-10-28
Stress and autonomic balance Parasympathetic and sympathetic balance plus stress index, available on spot check Real-time Stress Monitor is listed on Peak membership marketing as of 2026-10-28. Not listed as a public API resource as of 2026-10-28
Cadence and gait Yes, via raw data export Not listed (as of 2026-10-28)
Alerts and notifications Custom triggers, alerts, and notifications on any metric Health Monitor with health alerts listed on Peak membership as of 2026-10-28. Partner-defined metric triggers are not listed

Sensor Bio figures are sourced from the Sensor Bio V2 technical specification sheet, current as of July 2026. Sensor Bio V2 is a general wellness device: not FDA-cleared, not FDA-approved, not intended for diagnostic use. It is not intended for diagnostic use and does not imply RPM billing eligibility. WHOOP hardware figures (whoop.com product pages) and Developer API figures (public OpenAPI at developer.whoop.com/api/) are current as of 2026-10-28. “Not listed” means the fact was not found on that public surface — not that the capability does not exist.

WHOOP is best for

Athletes and teams already in WHOOP

Choose WHOOP when members want Strain–Recovery–Sleep coaching inside the WHOOP ecosystem, and when scored OAuth summaries are enough for the integration.

Sensor Bio is best for

Builders who need the signal

Choose Sensor Bio for research, clinical-ops-adjacent programs, defense and enterprise, and product teams that need raw multi-wavelength PPG, IBI, live stream, white-label, and deployment-configured retention as infrastructure.

Protect the Signal.

See what a signal platform does that a wellness app cannot.

Better signal leads to better insights — and better health.