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

# Data & methodology

> How to interpret CultureAI outputs with confidence

# Data & methodology

This page explains how to think about the information you see in CultureAI. The goal is to help users understand what the platform is measuring, how insights are organized, and how to use the outputs responsibly in strategy, reporting, and creative planning.

## What CultureAI is designed to do

CultureAI helps teams move from raw content and performance signals to clearer strategic decisions. It does that by combining:

* observable performance signals
* recurring creative and narrative patterns
* comparison across brands, competitors, and industries
* guided interpretation that helps teams act

## How to interpret the outputs

The best way to read CultureAI is to treat it as a decision-support platform. It helps you identify patterns, understand context, and prioritize next steps. It is most useful when you combine the platform's findings with brand knowledge, campaign goals, and human judgment.

## What the methodology focuses on

At a high level, the methodology is designed to answer four questions:

1. What content patterns appear most often?
2. Which of those patterns are associated with stronger outcomes?
3. How do those patterns compare across brands or the wider category?
4. Which of those findings are actionable for a team right now?

## How the pieces fit together

<CardGroup cols={2}>
  <Card title="How CultureAI works" icon="sitemap" href="/docs/architecture/overview">
    See the overall flow from signals to insight.
  </Card>

  <Card title="How reports work" icon="file-chart-column" href="/docs/architecture/brand-reports">
    Understand how findings are packaged into usable reports.
  </Card>

  <Card title="Narrative patterns" icon="sparkles" href="/docs/data/metaphors/taxonomy-mapping">
    Learn how recurring storytelling patterns are described.
  </Card>

  <Card title="How CultureAI understands content" icon="brain" href="/docs/reference/mappings/ontology-understanding">
    See how the platform organizes content into a shared lens.
  </Card>
</CardGroup>

## How to use this page with the rest of the docs

If you are new to CultureAI, start with:

* [Introduction](/docs/introduction)
* [Quick start](/docs/quick-start)
* [Product overview](/docs/product-overview)

If you want to understand terminology and measurements, continue with:

* [Glossary](/docs/glossary)
* [Metrics reference](/docs/metrics-reference)

## A good rule of thumb

Use CultureAI to spot patterns, sharpen decisions, and frame next steps. Avoid treating any single page, score, or recommendation as the whole story. The strongest use of the platform comes from combining evidence, context, and action.