Project
About SteelQueens
SteelQueens is the independent data and accountability reference for female bodybuilding. Built to be the reference no federation has ever bothered to build.
What we do
We compile every female-bodybuilding competition result we can verify from public sources — federation scorecards, Wikipedia editions, podcast transcripts — into one structured archive. From that archive we derive Iron Score rankings, head-to-head comparators, Iron Card identity graphics, and Marshall-Project-style accountability dossiers on the unresolved governance questions of the sport.
What we don't do
We are not affiliated with the IFBB Pro League, NPC, NABBA, WFF, WNBF, OCB, PNBA, or any federation. We do not publish AI-generated photographs of real athletes. We do not invent statistics. Missing data is displayed as —; nothing is guessed.
Editorial standard
Every fact has a source URL stored in the database. Every derived metric (Iron Score, Muscle Dominance) has a public formula on the methodology page. A nightly automated sanity check verifies anchor truths: known Ms. Olympia win counts, division integrity, biological bounds. If any check fails, new data does not promote to the public site until the issue is fixed.
Mistakes
This dataset will contain errors. No public sports dataset is perfect. What we promise instead is the most transparent error-reporting and correction loop in the field. Found something wrong? Tell us. We log every report, fix it within 48 hours, and publish the diff.
How the site runs
SteelQueens is an automated publication. The data pipelines, article generation, rankings, and page updates you see here are operated by editorial software that runs continuously and autonomously — that is what makes a reference this size possible for a niche sport. A human operator supervises the system and personally handles every correction, takedown, and support request. Details in the AI Disclosure and the methodology.
Where we operate
SteelQueens is published from Switzerland. For any question — support, editorial, press, partnerships, legal & takedowns — email [email protected]. We aim to answer within 48 hours.