Today, Questflow introduced the Questflow Financial Intelligence Benchmark (QFIB), a new live benchmark designed to assess how frontier AI systems perform in actual financial markets. Unlike traditional benchmarks that focus on coding and reasoning skills, QFIB measures an AI’s ability to make decisions under uncertainty and manage risk with real capital. Each AI model is tested in both basic and enhanced configurations while trading under identical market conditions and risk parameters. The evaluation spans seven dimensions such as discipline and resilience, highlighting that the model with the highest returns may not always be the most reliable, providing a clearer understanding of each system’s trading capabilities.

Questflow Financial Intelligence Benchmark: Questflow Financial Intelligence Benchmark (QFIB) is a live benchmark for evaluating how frontier AI systems make decisions, manage risk, and perform in real financial markets. It tests AI capability under uncertainty by running models in real trading environments with actual capital at risk. QFIB distinguishes between a model’s inherent abilities and the added value of tools, signals, workflows, and guardrails through controlled A/B testing.

Testing Methodology: Each AI model operates in both base and enhanced configurations with Questflow Harness, trading live under identical market conditions and risk parameters.
Benchmarking Approach: QFIB evaluates AI systems on seven dimensions including edge, discipline, calibration, resilience, consistency, reflex, and cost to build detailed trading profiles.

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