Aibiguity Charting where AI models disagree

Aibiguity Index

Where AI models agree, split, and wander off.

We scanned the active question bank to find the hard-liners, wild cards, and suspicious moments of total agreement.

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How this index is calculated

Definitiveness measures edge-leaning answers. Stance range measures how widely one model uses the answer space. Outlier distance measures distance from peers. Numeric answers are mapped to 0–1, with logarithmic mapping on log scales; binary and choice answers use the endpoints. “No number” is tracked as premise rejection rather than being mistaken for the highest numeric threshold.

Most Stubborn AI

What this actually measures

Definitiveness: how often a model answers near the ends of the available scale.

Most Unpredictable AI

What this actually measures

Stance range: how widely one model uses the available answer space.

Biggest Weirdo

What this actually measures

Outlier distance: how far a model lands from its peers on average.

No-Number Champion

What this actually measures

Premise rejection: how often a model refuses the numeric frame and answers “no number.”

Biggest Rivalry

What this actually measures

Average pair distance: the two models whose answers are farthest apart across the bank.

Hivemind Question

What this actually measures

Consensus spread: the question where model answers cluster most tightly.

Current read

Model agreement

Higher means the models cluster together across the bank.

Most Chaotic Category

The Peace Treaty Category

Definitiveness

Most Stubborn AI

This model loves a hard line. Higher means it lands closer to the ends of each scale.

Stance range

Most Unpredictable AI

Sometimes cautious, sometimes feral. Higher means it uses more of the answer spectrum.

Outlier distance

Most Likely to Disagree With the Group

Higher means the model wanders farther from the pack on average.

Widest-spread questions

Questions That Broke the Group Chat

Every model arrived with a different speech prepared.

Tightest-spread questions

The Hivemind Zone

Questions where all the bots briefly became one bot.