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Reflex Labs

Run experiments on the world’s richest ANS dataset

Query thousands of verified HRV recordings, derive novel biomarkers, and contribute models back to the community — all on consent-driven, anonymised data.
10K+
Verified recordings
~40
HRV features per recording
100%
Opt-in, consent-driven
5+
Activity types supported
Data Pipeline

From wrist to query

REFLEX wearables capture raw RR intervals at medical grade. The data flows into the Bio Data Bank and is exposed via a governed query layer — with full audit trails and on-chain attribution.
01 — Capture
Wearable Capture
Raw RR intervals via BLE from RFLXR&D devices, sampled continuously during sessions.
02 — Store
Bio Data Bank
Anonymised, indexed recordings with consent flags and governance metadata attached.
03 — Query
Labs Query Layer
Researchers query via the Reflex Lab interface with usage-based billing and full attribution.
Available Signals

40+ ANS features ready to query

Every Reflex recording is processed to extract time-domain, frequency-domain, and non-linear HRV features — available to all approved researchers.
RMSSD
SDNN
HF Power
LF Power
VLF Power
LF/HF Ratio
pNN50
DFA α1
SD1 / SD2
Recovery Score
Resilience Score
ANS Balance Index
Autonomic Score
Circulation Score
Breath Rate
RR Intervals
Time Domain
RMSSD, SDNN, pNN50, NN mean — per-session with quality flags.
Frequency Domain
VLF, LF, HF absolute and normalised from FFT and Lomb-Scargle.
Non-linear
DFA α1, SD1/SD2 Poincaré, sample entropy for complexity analysis.
Reflex Scores
Proprietary composites: Recovery, Resilience, Autonomic, Circulation.
Session Metadata
Activity type, device model, firmware, session quality score. All exports are fully anonymised.
Evidence · Method comparison

Measured against clinical references

Before a metric earns a place in Reflex, it's checked against an established reference — Vive ring-derived inter-beat intervals against a Polar H10 chest-strap ECG, the gold standard for R–R timing. Every point below falls inside the ±5 bpm corridor used as the industry tolerance.
Vive ring — measured Polar H10 ECG — reference & tolerance
Fig. 01 · Heart rate agreementrest · stand · motion
60801001206080100120 r = 0.97MAE 0.91 bpmwithin ±5 100% POLAR H10 ECG · HR (bpm) VIVE RING · HR (bpm) ±5 bpm tolerance
Readoutref: Polar H10
0.91bpmMean absolute errorHR vs ECG
0.97Correlation rlinear agreement
100%Within ±5 bpmtolerance band
4msMedian IBI errorR–R interval
~2msRMSSD agreementshort-term HRV

Heart rate, line of identity. Across rest, standing and motion, ring-derived HR tracks the ECG reference to a mean absolute error of 0.91 bpm (r = 0.97); every sample lands inside the ±5 bpm corridor.

Fig. 02 · Inter-beat interval · limits of agreementrest · breathwork
6080100120 bias ≈ 0.0 bpm95% LoA ±5 bpm mean bias ≈ 0 +1.96 SD −1.96 SD MEAN OF VIVE & ECG · HR (bpm) DIFFERENCE · bpm

R–R intervals & HRV. The Vive ring reproduces ECG beat-to-beat intervals to a median error of 4 ms (r = 0.97–0.98), with RMSSD agreeing to within ~2 ms — differences sit within the limits of agreement with negligible bias.

Single user · single test Reference: Polar H10 ECG Charts illustrate agreement; larger-n results to follow
Access

Free to access. Pay only for what you query

Sign up and start querying immediately — no subscription, no upfront commitment. Access is free for all approved researchers.
You’re only charged for the data you pull. Bulk and cohort queries are supported at any scale.
Open Access

Free

+ pay-per-use data billing
Full dataset access — all 40+ features
Time domain, frequency domain & non-linear
Reflex proprietary scores included
Session cohort & metadata filtering
Bulk & export queries supported
On-chain attribution for all queries
Reflex Lab

The world’s most detailed ANS dataset — open for research

Sign up free, query immediately. Access is open to all approved researchers — you’re only charged for the data you pull.