Intelligence you can
actually trust
We believe choosing the right AI tool shouldn't require a PhD or a sales call. AIFE provides transparent, benchmark-backed scores so teams can make informed decisions in minutes, not months.
Built different
Four principles that guide every score, every ranking, every recommendation.
Benchmark-Driven
Real data from Chatbot Arena, MMLU, HumanEval, and 16+ benchmarks. Not opinions. Not vibes.
No Pay-for-Play
Tools cannot pay to improve their ranking or score. Independence is non-negotiable.
Dynamic Scoring
Personalize rankings by your use case. Coding? Research? Writing? Scores shift to what matters to you.
Always Current
Automated pipelines refresh scores from live benchmarks and news signals every day.
How it works
From raw benchmark data to your personalized ranking in four steps.
Collect
We pull from 19+ public benchmarks, leaderboards, and data feeds daily.
Score
8 category scores (0-10) computed per tool. Benchmark track or signal track, depending on data availability.
Rank
Percentile ranking normalizes across the full catalog. Tier assigned: S, A, B, or C.
Personalize
You pick your use case. Scores reweight dynamically to match what you actually care about.