LLMs in everyday use Eight real-world scenarios, the same rules, one honest result
Large commercial models go up against small nano models for local deployment, under equal conditions and in the same context. This puts open-weights models directly alongside expensive frontier models, revealing which model actually fits your stack.
The highest-performing AI models
Seven modules map real-world deployment scenarios, from secure code to culturally sensitive translation. The rankings are led by proprietary frontier models, but Chinese open-weights models also hold their ground in the top ten by just a few tenths of a point.
The Scoreboard shows the complete overview of all models, with scores for every module.
The operating costs of LLMs
Price lists quote cents per million tokens — a figure that's hard to put in context in practice. How many tokens a typical task consumes, and how much invisible reasoning tokens during thinking drive up costs regardless of the listed rate, remains hidden. CrucibleMark measures the actual price for each model based on real token consumption across all standardized tasks.
99 cents or 420 dollars for the same task: the difference is in the context.
The trained bias: on the ideology of LLMs
No language model is neutral. Each was trained on data that carries a worldview, and that worldview stays active in the background. What's surprising: despite the debate around right-libertarian tendencies in individual models, the difference is often smaller than the marketing suggests. In the Political Compass benchmark, most models place themselves in the social-authoritarian middle ground. Outliers exist nonetheless, and they show just how wide the ideological spectrum actually is.
CrucibleMark tests two behaviors. Vanilla mode shows the default behavior — how a model responds on its own, without anyone pushing back. In Anti-Diplomat mode, the model must take a clear position; evasive or conspicuously balanced answers are not an option. This reveals how much of the apparent neutrality is genuine learned stance, and how much is just polite hedging.
Compare bias archetypes, shift distances, and the full methodology behind the Political Compass.
Glossary
Ideological extreme poles
The extreme poles denote ideological archetypes, not historical regimes.
- Communism
- In its Marxian original theory, stands for the envisioned end state: a classless, stateless society achieved through the maximum dissolution of all hierarchy.
- Fascism
- Stands for its counterimage: class hierarchy as a natural condition, in which inequality is defended as an organizing principle. The position on the ideology axis is an academic conceptual model, not a historical diagnosis.