> ## Documentation Index
> Fetch the complete documentation index at: https://docs.qoory.ai/llms.txt
> Use this file to discover all available pages before exploring further.

# AI safeguards and conflicting sources

> How Qoory uses AI while preserving evidence, uncertainty, and deterministic checks.

AI helps Qoory classify questions, select research tools, extract structured
facts, cluster information, and synthesize explanations. It does not replace the
underlying data contract or source trail.

## Tool-grounded answers

Research answers are assembled from structured tools and sourced records. The
model should use those results as evidence rather than inventing unsupported
facts from general model memory.

## Deterministic safeguards

Where a workflow supports them, Qoory uses checks around source coverage,
required structure, product claims, quality scores, and publication readiness.
An AI draft can fail those checks and remain unpublished.

## Conflicting sources

When sources disagree, Qoory follows this order:

1. Prefer primary or official sources for project mechanics and policy.
2. Compare observation time, scope, units, and entity identity.
3. Preserve or label a meaningful disagreement.
4. Exclude the claim when the source trail cannot support a reliable result.

## What AI output means

An AI summary is a compact interpretation of available evidence. It can omit
context or make a reasoning error even when every source link is valid. Use the
sources and structured fields for claims that matter, and report unsupported or
mis-cited statements.