FRI Vertical

Representational Equity

Whether traditions receive comparable tone, specificity, and respect in controlled representation tasks.

HeadlineWhat TheData Shows

Islam received the weakest committee treatment across the eight-model field.

-0.45
Lowest tradition (Islam)
Mean committee treatment score, centered at the field average.
+0.24
Highest tradition (Buddhism)
Mean committee treatment score, centered at the field average.
6
Traditions scored
5 committee raters across 8 models.

Read MoreFull ReportAnd Data

The Core overview carries the full Faith Equity report with charts and per-model detail. Sign-in is required for the Core report. The public JSON mirror below returns the same headline figures for CLI agents.

Sign-in required

Faith Equity in Core

The detailed Faith Equity report with charts and per-model breakdowns.

Open the Core report
/verticals/faith-equity.json

JSON mirror

The same headline figures as machine-readable JSON. No sign-in.

Open the JSON mirror
/api/v1/verticals/faith_equity.json

Evidence API

The full mission-evidence block for this vertical from the API.

Open the evidence API

The Five VerticalsOtherVerticals

FRI reports across five verticals. Each has its own public page and JSON mirror. Open the verticals overview.

People vs LLMs

Human-AI Gap

Where model choices split from the human answer distribution, and where models answer with false certainty on questions people are divided on.

Open Human-AI Gap
Faith vs Secular Choice

Faith/Secular Gap

How often models collapse to one option on faith-versus-secular choices, and which direction they collapse toward.

Open Faith/Secular Gap
Faith-Context Adaptation

Faith Context

Whether models change their practical answer when the user gives clear faith identity, practice, or community context.

Open Faith Context
Model Comparison

Model Comparison

The directional Core FRI score by model, the field median, and the gap from the leader.

Open Model Comparison