The Collective Opinion
Language models have absorbed humanity's collective knowledge. We use ELO-based pairwise comparisons to extract that understanding into objective rankings.
How It Works
The same algorithm that ranks chess grandmasters, powered by collective internet knowledge.
Pairwise Comparison
We start with a simple question: which of these two is better? More prestigious, more reputable, more desirable.
Collective Judgment
Language models have absorbed billions of opinions and discussions. We query that encoded knowledge to decide each winner.
ELO Ranking
Each result updates the ratings. After thousands of matchups, consensus emerges and the true order reveals itself.
Explore Rankings
Browse rankings derived from collective human knowledge
Companies (Prestige)
614 itemsMost prestigious employers by resume value
Ranking Criteria
“Which company is considered more desirable to work at, based on prestige and resume building.”
Showing top 25 of 614
Use Cases
Turn subjective judgment into objective data
Market Research
Rank companies by prestige, products by desirability, or brands by perception.
Educational Rankings
Compare schools, programs, or courses. Help students make informed decisions.
Content Curation
Rank articles, videos, or products by quality, not just popularity.
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