MODELINDEX

Which model works best on your machine?

The first benchmark measured across Model × Quant × Hardware × Speed × Quality — signed and verifiable.

World's First Consumer Hardware AI Benchmark

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Five Rankings

ModelIndex combines five independent rankings. Each one answers a different question, so you always start from the lens that fits your decision.

1
Overall Score
“How good is this model overall?”

Composite 0-100 score weighted by accuracy (40%), speed (25%), time-to-first-token (15%), and user ratings (20%).

2
Hardware Match
“Which model performs best on my exact setup?”

Ranked models per hardware profile -- Apple Silicon, Intel, AMD, NVIDIA -- grouped by CPU, RAM tier, and GPU type.

3
Quantization Index
“Which quantization gives the best tradeoff?”

Speed vs accuracy per quantization variant (Q2_K through F16) per RAM tier.

4
Pair Ranking
“Which two models work best together?”

Primary + Secondary model pair rankings, made possible because runs two models in concert via the Intelligence Nucleus. Toggle the leaderboard above to Pairs to see it in action.

5
Domain Fitness
“Which model is best for finance? For email? For code?”

Domain-specific rankings across Finance, Mail, Chat, Code, Research, and Creative tasks.