Research Note: Comparing LLM Benchmarking Frameworks

Comparing STAC-AI™ with other LLM benchmarking frameworks to explore key performance, cost, and quality trade-offs in GenAI applications in finance.

9 May 2025

We recently conducted a study comparing multiple LLM benchmarking frameworks, including the STAC-AI™ LANG6, designed specifically for the financial sector.

The STAC-AI™ benchmark provides rigorous, industry-standard testing to evaluate LLM performance, efficiency, and reliability in real-world conditions. This research compares STAC-AI™ LANG6 to other leading LLM frameworks.

The study highlights:

• How representative the workloads of different frameworks are to real-world tasks.
• The components of a benchmark and their use cases.
• The interpretability of benchmark results.

These insights help firms to optimize their LLM systems and make informed infrastructure decisions.

Please log in to access the full report for free. STAC subscribers can also run STAC-AI benchmarks in their own labs to test their systems. For more information on subscription options, please contact us.