Start with the body
Exact band and cup availability is a hard constraint, not a cosmetic filter.
So we show the source, the rule and the limitation. Found / Fit does not ask an AI to invent a persuasive answer; it applies a visible scoring system to a deliberately small dataset.
Open all 40 sources ↗Exact band and cup availability is a hard constraint, not a cosmetic filter.
Running, HIIT and daily wear demand different compromises. Support claims are interpreted in context.
Bounce, chafing, breathing, heat and shoulder load are scored separately because one “best bra” cannot optimize all of them.
“Strong” means repeated, specific evidence—not certainty that it will fit your individual body.
Scores are deterministic for the same answers and dataset. They are comparative, not clinical.
The v2.3 model below runs in shadow mode first. Until the audit is accepted, public ordering remains on v2.2 while both scores and ranks are stored for comparison.
Before scoring, products are excluded when the approved size is unavailable, support is insufficient, wire preference conflicts, the price exceeds budget, the product is discontinued, or no in-stock returnable offer serves the destination. Evidence confidence is also shown separately from the fit score. Product pain outcomes remain neutral until at least three independent, human-approved discussions exist; six discussions have medium influence and twelve allow full influence.
Fit certainty. Torso length, root width, tissue distribution and personal tolerance vary beyond band and cup.
Market size. Forty discussions are qualitative evidence, not a representative demand survey.
Permanent prices. Prices, policies, stock and color-specific size ranges can change after review.
Medical advice. Pain, wounds or breathing problems deserve qualified care when they persist.