Run a full bike-calculator style estimate
This page combines speed, watts, time, route assumptions, and energy estimates in one place. Use the simpler Cycling Watts Calculator if you only want a faster watts-first workflow.
Estimate cycling watts, speed, ride time, calories, aerodynamic drag, rolling resistance, climbing power, wind effects, and drivetrain losses from one physics-based model.
This page combines speed, watts, time, route assumptions, and energy estimates in one place. Use the simpler Cycling Watts Calculator if you only want a faster watts-first workflow.
It solved a real cyclist problem: power, speed, time, calories, wind, grade, and rider setup all affect each other, so riders want them in one place.
It also made the physics visible enough that curious riders could connect assumptions like weight, tires, and headwind to the final result.
What we improved here is the presentation: cleaner input grouping, mobile usability, clearer assumptions, better result interpretation, modern accessibility, and a stronger evidence-aware content structure.
A cycling-specific guide to modelling watts, speed, time, energy cost, wind, grade, aerodynamics, rolling resistance, and environment without treating the output as lab truth.
This tool combines the jobs that older bike calculators often put in one crowded panel: power from speed, speed from power, time from distance, mechanical work, calories, and the effect of rider setup. The important improvement is that each result is tied to visible assumptions instead of hiding the model behind one number.
Use it when you want to understand why the same speed can require very different watts on a climb, into a headwind, on rough tires, or in a more upright position. Use the simpler Cycling Watts Calculator when you only need a fast watts-first estimate.
Related Resources
The core model is steady-state cycling physics. It adds aerodynamic drag power, rolling resistance power, and climbing power, then adjusts for drivetrain efficiency. That structure is useful because each term responds differently to speed, wind, system mass, tire losses, and grade.
The calculator uses this structure for both power-from-speed and speed-from-power modes. Speed-from-power is solved numerically because the power-speed relationship is nonlinear, especially once aerodynamic drag and wind are included.
Steady-state cycling model
Where:
This is strongest for steady riding. Drafting, accelerations, stop-start traffic, and crosswind vectors are not included.
Example: a headwind raises relative air speed, so aerodynamic power can rise sharply even when ground speed is unchanged.
Primary Sources for This Section
PMID: 28121252 | DOI: 10.1123/jab.14.3.276
PMID: 30859858
Wind and position mainly affect aerodynamic demand. Grade and system weight mainly affect climbing demand. Tire and surface assumptions mainly affect rolling resistance. Temperature and elevation affect air density, which changes aerodynamic power. These influences are why a simple speed-only calculator can be misleading.
The advanced assumptions section keeps the first view clean, but still lets experienced riders change temperature, elevation, air density, CdA, Crr, drivetrain efficiency, and gross efficiency. That makes the page useful for both a quick estimate and a more serious modelling pass.
Primary Sources for This Section
PMID: 30859858
PMID: 39285616 | DOI: 10.1080/02640414.2024.2394752
Mechanical work is calculated from power multiplied by time. Estimated metabolic calories are then derived using gross efficiency. Many cyclists use mechanical kJ as a rough field proxy for nutritional kcal, but that is a simplification, not a physiology law.
The weight-loss equivalent is included because older bike calculators exposed that intent, but this version labels it carefully. It is a theoretical energy comparison, not a promise of direct body-fat loss from one ride.
Energy estimate
Where:
The calorie output is educational and assumption-based. Gross efficiency varies between riders and conditions.
Example: 200 W for 1 hour equals 720 kJ of mechanical work and lands near 717 kcal at 24% gross efficiency.
Weight-loss caution
Do not treat the weight-loss equivalent as a guaranteed body-composition outcome. Real body change depends on total energy balance, nutrition, recovery, and individual physiology.
Primary Sources for This Section
This page is a model, not a power meter. It does not model drafting, repeated accelerations, crosswind vectors, braking, traffic, cornering, or route-by-route changes in surface and wind. It also depends strongly on CdA and Crr, which most riders do not know precisely.
That does not make the estimate useless. It makes the assumptions visible. The value of the tool is seeing how each assumption moves watts, speed, time, and energy so you can plan more intelligently.
Primary Sources for This Section
PMID: 28121252 | DOI: 10.1123/jab.14.3.276
PMID: 30859858
Steady-state cycling physics
The model combines aerodynamic drag, rolling resistance, climbing power, and drivetrain efficiency. It does not model drafting, accelerations, or stop-start riding.
Environment handling
Advanced users can use standard air density, temperature plus elevation, or a manual air-density override.
Energy estimate
Calories are estimated from mechanical work and gross efficiency. The weight-loss equivalent is a theoretical energy comparison only.
Read sourceIt is a model-based estimate, not a lab measurement. It is useful for planning and comparing scenarios, but real watts can differ because CdA, Crr, wind, road surface, drivetrain condition, and drafting are hard to model perfectly.
It depends on rider position, wind, tire losses, system weight, and grade. Use Power from Speed mode with realistic assumptions instead of relying on one universal number.
Yes. Speed from Power mode solves speed numerically from target watts and the selected rider, bike, wind, grade, aero, tire, and environment assumptions.
Aerodynamic drag depends on relative air speed. A headwind increases the air speed your body and bike experience, so the aerodynamic power term rises quickly.
The tool estimates mechanical work in kJ from power and time, then estimates metabolic calories using gross efficiency. This is useful, but it is still approximate because gross efficiency varies between riders and conditions.
A power meter measures your actual output. This calculator models a scenario from assumptions. Differences usually come from wind, CdA, tire losses, drivetrain condition, pacing variation, or drafting.
Disclaimer: This calculator provides estimates based on published exercise science models. Results are not medical advice. Individual physiology, health status, and environmental conditions affect real-world outcomes. Consult a qualified healthcare provider or certified coach before making training decisions based on these outputs.