Synthetic demonstration. Authored profiles and illustrative numbers. No measured model behavior is implied. Return to research →
AI representation · Simulated exploration

AI research, across models

See how AI represents your brand.

Run controlled AI experiments across models. Repeat trials, measure uncertainty, and compare responses with evidence you can reproduce and audit.

Touch a brand. Follow a connection.

One answer is only one observation.

Explore repeated trialsCollapse demo

SIMULATED DATA · FIXED PROMPT

Repeat the same prompt. Watch brand frequencies and uncertainty change.

Prompt“Recommend three running-shoe brands for everyday training.”

Observations
1 observation shown

Frequency as trials accumulate

Gold line: observed frequency · Shaded band: 95% uncertainty interval

Recent trials for the selected brand. Gold means included.

Brand appearances

Each answer includes three brands, so percentages do not sum to 100%.

BrandCountFrequency95% interval

Authored synthetic answers, not measured model behavior. Each run replays the same sequence; 10 and 50 are prefixes of the 200-trial dataset. Intervals use the Wilson method for each brand’s inclusion rate, assuming independent trials with a constant probability. They show sampling uncertainty, not accuracy or bias. More observations can refine an estimate while close brand frequencies remain difficult to distinguish.

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