Intervals, Session & Race Classification
Behind every upload, Vekta’s AI engine gets to work: automatically detecting intervals, classifying intensity, and assigning a training stimulus based on real session data.
1. Interval Detection
Vekta automatically detects all meaningful intervals in your session, from short sprints to extended efforts at threshold or beyond.
Each interval is analyzed based on:
Duration
Power relative to your Critical Power (CP)
Cadence and torque characteristics
Detected intervals are then tagged with meaningful intensity labels and additional descriptors to reflect the true nature of the effort.
Interval Intensity
Each interval is assigned a precise Intensity Type based on its physiological demands. This classification helps you understand which energy systems were engaged and what adaptations were likely targeted.
Intensity | Primary Aim | Domain | Typical Duration | Typical Intensity |
Neuromuscular | Peak Power & Force development | Extreme | Less than 20 secs | > 180% of Critical Power |
Anaerobic | Anaerobic capacity & fast-twitch muscle fiber development | Severe → Extreme | 20 secs to 3 mins | 130 to 180% of Critical Power |
VO2max | Maximum Aerobic Power development | Severe | 30 secs to 8 mins | 105 to 130% of Critical Power |
Threshold | Critical Power development | Heavy → Severe | Less than 60 mins | 90 to 105% of Critical Power |
Tempo | Endurance development | Moderate → Heavy | More than 10 mins | 70 to 90% of Critical Power |
Aerobic | Endurance development | Light / Moderate | More than 10 mins | < 70% of Critical Power |
Interval Characteristics
In addition to the primary intensity classification, Vekta can tag intervals with extra attributes:
Max [Max] – Performed at/near all-out effort or peak power
High Torque [Trq] – Low cadence, high resistance; strength focus
High Cadence [Cad] – Fast pedaling at low resistance
Progressive [Prg] – Gradually increasing power, cadence, or torque
Dynamic [Dyn] – Variable intensity with high fluctuations
2. Training Stimulus Classification
Once intervals are identified and classified, Vekta determines the overall training stimulus of the session, the dominant physiological demand.
This allows you to see at a glance what the session was really doing for you, and how it fits into your broader training progression.
Training Stimulus | Description | Goal | Physiological Focus |
Neuromuscular | Short, extreme-intensity bursts | Max force and peak power | Neuromuscular system; anaerobic |
Anaerobic | High-intensity efforts under 3 min | Anaerobic capacity; fast-twitch muscle fiber | Anaerobic glycolytic system |
VO2max | Intervals near or at VO2max | Maximum aerobic power | Cardiovascular efficiency; oxygen uptake |
Threshold | Sustained efforts near Critical Power | Improve CP and metabolic fitness | Aerobic glycolytic system |
Tempo | Moderate to heavy-intensity | Endurance | Aerobic system; sub-threshold stress |
Aerobic | Low to moderate-intensity sessions | Base endurance and aerobic efficiency | Aerobic oxidative system |
Recovery | Very low-intensity sessions | Muscle recovery; restore readiness | Tissue repair; metabolic clearance |
Lactate Clearance | Alternating high and low efforts | Lactate removal under load | Lactate shuttling and aerobic support |
Durability | Efforts performed deep into fatigue | Resistance to fatigue over time | Mixed systems; late-session performance |
Activation | Low overall load, short bursts | Pre-race prep | Neural and system-wide activation |
Test | Max all-out efforts | Benchmarking | Performance testing and profiling |
Race | Variable, high intensity | Apply performance in competition | Engages all systems under real stress |
How Vekta Uses Training Stimuli
Once Vekta detects the intervals in your session, it assigns the most relevant training stimulus based on the intensity, duration, and energy systems engaged. For example, a session that includes intense sprint intervals will likely be associated with a Neuromuscular stimulus, while a long, steady-state ride may be classified as an Aerobic stimulus.
If your session includes multiple types of intervals or intensity ranges, Vekta will assign the most significant stimulus.
Why Training Stimuli Matter
Understanding the training stimuli behind each session helps athletes and coaches align sessions with broader training goals. Whether you're working on building endurance, sharpening your race-day performance, or focusing on recovery, each stimulus is directly tied to physiological changes that occur as a result of targeted training.
By paying attention to the stimuli in your sessions, you can:
Optimize Training Load: Ensure you're balancing high-intensity efforts with adequate recovery.
Target-Specific Adaptations: Tailor your training to improve endurance, power, or lactate clearance based on your needs.
Track Progress: See how your training evolves and how different stimuli contribute to long-term performance gains.
3. Race Detection
Vekta automatically analyzes the structure of your session to determine if it’s a race, based on the stochasticity and intensity of your power output. Once detected as a race, the session is further classified by race type, such as:
Individual Time Trial (ITT)
Flat Stage
Hilly Stage
Mountain Stage