The Lab is a personal training intelligence system designed to understand the athlete behind the data. Most sports platforms are exceptionally good at answering one question:
“What happened?”
The Lab is built to answer the much harder questions:
“What does it mean for me today?”
“What should I do next?”
“And what has happened recently that changes that answer?”
That distinction is the foundation of the entire project..
📡 DATA → CONTEXT
The Lab combines training, HRV, sleep, recovery, fitness, wellness and subjective feedback. Metrics are interpreted against your personal baselines, not generic population targets.
🚴 TRAINING INTELLIGENCE
The Lab looks beyond averages. THE LAB understands recent training blocks, session structure, intensity, duration and accumulated load — while considering what you have already done and what is coming next.
🧬 PERSONAL RESPONSE
The Lab connects the dots across time. Training stress, HEAT sessions, recovery and next-day physiological responses can become personal patterns, helping distinguish an isolated abnormal value from a recurring response.
⚡ FUEL & RECOVERY
Nutrition is part of the training decision. Session duration, intensity, environment, glycogen pressure and upcoming training shape during-ride fueling and post-workout replenishment.
📅 PLAN WITH CONTEXT
Races, planned outdoor rides, availability, illness, injury and temporary restrictions all influence the plan. Health and real-life constraints always outrank fitness numbers.
🧠 MEMORY
The Lab remembers durable athlete context, Daily Logs and previous decisions. The latest complete report remains available without rebuilding the analysis, while relevant history follows the athlete forward.
🎯 FROM METRICS TO DECISIONS
Energy Bank, Race Readiness, recent training and recovery signals are brought together to answer the question that individual metrics cannot:
What makes sense for this athlete, today?
💬 ASK THE LAB
The contextual AI Coach sits on top of the deterministic engines. It can explain the recommendation, challenge assumptions and answer follow-up questions using the same snapshot and athlete context behind the plan.
Sensors collect the data. THE LAB connects the dots
The distinction is not that most wearable's ecosystems have access to extraordinary sensor data and sophisticated physiological modelling, but the end result is a simple metric. A wearable can detect that training stopped, but the Lab can know why. The most important feature of the Lab is arguably not any gauge, score or AI-generated paragraph, as this tool doesn't simply observe data, but it rather paints a context and allows that context to change future decisions.
Below a few screenshots of the tool!
The Lab's home page, in which you can journal about anything health related and tailor the Coach's response to how you actually feel.
The Lab's output. All sections containing the Coach response in this picture are purposely hidden and can be expanded pressing + on them.
A quick snapshot of the Vo2 section.