Benchmarks for real-world use cases

Welcome to ProLLM.

We build and run language model benchmarks on real business use cases across industries and languages, giving you the practical insight to choose models for testing and production. Test sets come from industry partners and data providers such as StackOverflow. Read more in our blog and paper.

Main leaderboard

Universal LLM Rankings View full leaderboard →
#NameProviderOverall
1
LCM-3 PicanhaProsus70.9
2
Qwen3.8-2.4T-A95BAlibaba69.7
3
GPT-5.6 TerraOpenAI69.4
4
GPT-5.6 SolOpenAI68.9
5
GPT-5.6 LunaOpenAI68.6

13

Models ranked

11

Benchmarks

02/10/2026

Last updated

Why ProLLM?

  • 01Useful

    Benchmarks built from real use-case data, scored with metrics that translate into actionable insight.

  • 02Relevant

    Explore results interactively on complex tasks, such as JavaScript debugging questions, filtered to what matters to you.

  • 03Reliable

    Evaluation sets stay private to protect benchmark integrity, with mirror sets shared for transparency.

  • 04Comprehensive

    Benchmarks span languages and sectors, from food delivery to EdTech, and grow with new use cases and data sources. Subscribe to be notified of new benchmark releases.

For enterprises

Your models, your tasks, your leaderboards.

Private leaderboards where your models are measured against frontier APIs on your own tasks.

Have a unique use-case you’d like to test?

We want to evaluate how LLMs perform on your specific, real world task. You might discover that a small, open-source model delivers the performance you need at a better cost than proprietary models. We can also add custom filters, enhancing your insights into LLM capabilities. Each time a new model is released, we'll include their performance results.

Leaderboard

An open-source model beating GPT-4 Turbo on our interactive leaderboard.

Don’t worry, we’ll never spam you.

Please, briefly describe your use case and motivation. We’ll get back to you with details on how we can add your benchmark.