

Cycling validation project
Spring, 2026
Whitepaper Validation Study Overview
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Technical validation of physiological estimation model
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Cross-comparison with standardized ramp testing
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Field evaluation of AI-generated workouts
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Applied research focused on real-world usability
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Limited enrollment (20 qualified cyclists in phase 1)
Study details
Experienced cyclists are invited to participate in an applied validation whitepaper conducted in collaboration with Riduck.
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The study examines whether six weeks of real-world training data can estimate Aerobic Threshold, VOâ‚‚max, and FATMAX with reasonable agreement to a standardized ramp test, and whether AI-generated VOâ‚‚max and Zone 2 workouts are aligned with their intended training purpose.
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Participation includes training data review, a controlled ramp test, execution of two AI-prescribed sessions, and structured feedback.
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Participants Recieve:
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Standardized ramp test with VO2max and metabolic results
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Estimated AT and FatMax results
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AI-generated VO2max and Zone 2 workouts
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Testing window: mid-February through March
Enrollment limited to 20 qualified participants
If eligibility criteria are met, proceed to the screening form below.
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All testing is conducted under applied sports physiology oversight at the Rocky Mountain Devo testing facility. Larger controlled comparative studies are planned in subsequent phases.
participant eligibility
Testing Requirements
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8-12 hours fasting
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No caffeine 12 hours prior
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No alcohol 24 hours prior
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No high-intensity 72 hours prior
Data Requirements
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Calibrated power meter
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Continuous HR monitoring
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Minimum 6 weeks of stable training data
PARTICPANT REQUIREMENTS
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Regularly training cyclists
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Performance above basic recreational level
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No medical/physical conditions that would interfere with testing

