Experiments Lab

See the manipulation before you memorise the label.

Each demo changes one part of a decision and lets you compare the alternative version after you answer. Your response stays in the browser. We do not treat these demos as scientific measurements or collect them as study data.

How it works

One question. One changed variable. One evidence trail.

A random condition appears first. Make a quick judgment, then reveal the other version and inspect what changed. The useful lesson is the design of the comparison, not whether one click proves that you are biased.

Research foundation

These demos are interfaces, not new findings.

Every experiment points to an evidence-reviewed concept. The machine-readable experiment specifications can also be reused later for controlled human studies or AI-model benchmarks.

Open experiment data

AI Bias Benchmark

Run the same paired decision tests on AI models.

Use the public prompt pack and result format to measure how model answers change across controlled conditions.

Open the benchmark