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

# Advanced Insights

> Using AI-enriched insights and audience analysis for creator evaluation

Advanced insights provide AI-enriched metadata about creators, including demographics, classifications, interests, and audience analysis.

## Advanced Endpoints

Four endpoints provide advanced insights:

| Endpoint                                               | Description                        | Credit Cost |
| ------------------------------------------------------ | ---------------------------------- | ----------- |
| `/platforms/{platform}/profiles/{profile_id}/analysis` | AI-enriched creator analysis       | 100 credits |
| `/platforms/{platform}/profiles/{profile_id}/email`    | Creator contact email              | 10 credits  |
| `/platforms/{platform}/profiles/{profile_id}/socials`  | Cross-platform profile linking     | 10 credits  |
| `/platforms/{platform}/profiles/{profile_id}/audience` | Audience demographics and analysis | 100 credits |

<Note>
  See the [API Reference](/api-reference/advanced/get-profile-analysis) for complete response schemas and field descriptions.
</Note>

## When to Use Advanced Insights

Use advanced insights for:

* **Brand partnership evaluation**: Assess audience alignment and brand safety
* **Creator discovery**: Find creators matching specific demographics or interests
* **Market research**: Understand audience composition across creators
* **Cross-platform matching**: Find creators on multiple platforms using the `/socials` endpoint
* **Outreach**: Get a creator's contact information via the `/email` endpoint

## Creator Analysis

The `/analysis` endpoint provides AI-enriched creator-level data including:

* **Demographics**: Gender, age range, nationality, residence
* **Content classification**: Primary topics, categories, content formats
* **Interests**: Ranked interests with strength ratings and reasons
* **Personal details**: Real name, aliases, birthday (when publicly known)
* **Business information**: Collaborations, monetization streams, ventures
* **Appearance**: Whether they show their face, VTuber status, etc.

## Creator Email

The `/email` endpoint returns the creator's primary contact email address when available. Returns 404 if no email is on file.

## Creator Socials

The `/socials` endpoint provides cross-platform linking data that identifies when the same creator has profiles across multiple platforms (YouTube, Twitch, TikTok, Instagram, Twitter, etc.). The response includes an array of profiles with:

* Platform identifier
* Platform-specific profile ID
* Follower count

## Audience Analysis

The `/audience` endpoint provides detailed audience demographics including:

* **Demographics**: Gender, age, country, language, ethnicity distributions
* **Socioeconomic**: Income, education, occupation, family status
* **Interests**: Ranked audience interests with sub-interests
* **Community health**: Loyalty, cohesion, and toxicity scores with signals
* **Brand safety**: Overall risk level and specific risk factors

The response includes a `last_updated_at` timestamp indicating when the analysis was generated.

## Best Practices

* **Cache results**: Advanced insights are regenerated infrequently. Cache `/analysis` and `/audience` data aggressively.
* **Use selectively**: Fetch basic profile data first, then advanced insights only for creators you're evaluating.
* **Handle missing data**: Some creators may not have advanced insights available (returns 404)..