Why some outputs are modeled instead of live
Some parts of the site, such as percentiles and standards bands, are intentionally modeled rather than connected to a live third-party feed. That design choice keeps the pages fast, reproducible, and transparent. A static front-end calculator should not imply that every ranking or percentile is being pulled in real time from a global dataset if that is not actually happening.
Instead, the site uses explicit threshold bands, ratio ladders, and fixed percentile curves so the user can understand what the output means. The tradeoff is that the percentile is a planning aid, not an official live ranking. That tradeoff is acceptable as long as the page says so clearly, which is why many of the tool pages include direct disclosure when a value is modeled.
Rounding, units, and practical output
Training outputs are designed to be usable on real gym equipment, not just mathematically neat. That means the site often rounds loads to practical increments such as 2.5 kg or 5 lb when generating working weights or plate plans. Formula outputs may still show more precise values, but planning outputs generally favor what can actually be loaded.
Unit conversion follows the same principle. The site supports both kilograms and pounds, but the goal is not to pretend that every converted number remains equally meaningful after rounding. In practice, planning tools should prioritize clarity over false precision.