Healthy beginner
Input Wants to build muscle, can train 3 days a week, has dumbbells and a bench.
What it checks Recovery spacing, weekly volume, and beginner intensity.
What it changes Builds a simple full-body plan, keeps weekly volume moderate, and removes any max-effort prescriptions.
Why that builds trust A new lifter gets conservative defaults instead of an aggressive program.
Knee limitation
Input Wants fat loss and strength, but reports knee discomfort.
What it checks Knee-dominant movement volume against the stated limitation.
What it changes Flags excessive knee-dominant work and swaps in lower-impact, joint-friendly alternatives.
Why that builds trust It respects your limitation and explains when to stop or seek professional guidance.
Inconsistent training logs
Input Missed about 40% of workouts over the last two weeks.
What it checks Adherence, read from your actual logged training.
What it changes Suggests fewer weekly sessions or shorter workouts, then re-audits the adapted plan before recommending it.
Why that builds trust Changes come from what you really did, and the new plan still passes the safety audit.
Aggressive nutrition goal
Input Sets a very low calorie target to lose weight fast.
What it checks Calorie, protein, and fat targets against a safe floor and rough maintenance.
What it changes Flags the aggressive target, suggests a moderate range, and refuses starvation/purging language outright.
Why that builds trust Nutrition gets the same conservative guardrails as training, so it never prescribes an extreme diet.