Elden Ring Background

Build Optimization
Powered by Marginal Gain Optimization

We analyzed 307 weapons using Machine Learning to mathematically determine the perfect stat allocation for your build.

The Engine

Our pipeline processes game data through three distinct analytical stages to maximize your Attack Rating.

1. K-Means Clustering

We group all 307 weapons into 6 distinct archetypes based on their scaling profiles (STR, DEX, INT, FAI, ARC) using K-Means clustering with standardized features.

2. Greedy Marginal Optimization

Our optimizer allocates stat points one-by-one, always choosing the stat with the highest marginal gain while respecting soft-cap diminishing returns at 20/50/80 thresholds.

3. Cosine Similarity

Once optimized, our similarity engine compares your weapon's scaling vector against others in the same cluster to recommend weapons you can use without respeccing.

The Build Optimizer

1. Select Armament

150

Database Info:

Scaling: -

Base Dmg: -

Select Weapon to Optimize