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

# Mentions

> Browse actual AI responses that mention your brand

The Mentions page is where you see exactly what AI engines are saying about your brand. While the [Visibility](/dashboard/visibility) page shows you aggregated numbers, the Mentions page shows you the actual words -- every AI response, every sentiment, every citation. This is your brand reputation monitoring center for the AI era.

<Frame>
  <img src="https://mintcdn.com/opactor/WJb7cS3UlJdo-bgL/images/mention/main.png?fit=max&auto=format&n=WJb7cS3UlJdo-bgL&q=85&s=6f23dfddc881bc1cfe0438fe450e27b1" alt="Mentions page" width="1913" height="956" data-path="images/mention/main.png" />
</Frame>

## Filtering Your Mentions

The top of the page provides powerful filters to narrow down exactly what you want to see:

<AccordionGroup>
  <Accordion title="Date Range" icon="calendar">
    Choose from **7 days**, **30 days**, **60 days**, or **90 days**. Start with 7 days for recent activity, or expand to 90 days for a comprehensive view of how AI responses have evolved.
  </Accordion>

  <Accordion title="Engine Filter" icon="robot">
    Select one or multiple AI engines (ChatGPT, Perplexity, Gemini, etc.) to see only their responses. This is essential for diagnosing engine-specific issues -- if ChatGPT loves you but Perplexity ignores you, filter by Perplexity to understand why.
  </Accordion>

  <Accordion title="Sentiment Filter" icon="face-smile">
    Filter by **Positive**, **Neutral**, or **Negative** sentiment. Use this to quickly find problem areas (negative mentions) or success stories (positive mentions) you can amplify.
  </Accordion>

  <Accordion title="Has Mention Filter" icon="eye">
    Toggle between responses that **mention** your brand and those that **do not**. Viewing "no mention" responses reveals where competitors appear but you are absent -- these are your biggest opportunities.
  </Accordion>

  <Accordion title="Product Filter" icon="box">
    If you track multiple products, filter mentions by specific product. Available on Commerce plans.
  </Accordion>

  <Accordion title="Language Filter" icon="language">
    Filter by the language of the AI response. Useful for brands operating in multiple markets.
  </Accordion>

  <Accordion title="Search Box" icon="magnifying-glass">
    Free-text search across query text and response content. Use this to find mentions of specific topics, features, or competitor names.
  </Accordion>
</AccordionGroup>

## Mentions Summary Section

At the top of the page, a visual summary gives you a quick read on your mention landscape:

### Mentions Donut Chart

A donut chart (140px wide, 11px thick ring) showing the split between responses with mentions and responses without. The center displays the total response count. Below the donut, a breakdown shows the count of positive, neutral, and negative mentions.

**How to read it:**

* **Large "with mentions" segment** -- AI engines frequently include your brand. Good.
* **Large "without mentions" segment** -- Many tracked prompts return AI responses that do not mention you. Investigate which queries these are.
* **Sentiment breakdown** -- At a glance, see if your mentions skew positive or negative.

### Quick Stats

Three cards next to the donut chart:

* **Mention Rate** -- A percentage badge showing what portion of all tracked responses mention you
* **Total Responses** -- The total number of AI responses analyzed in the selected period
* **With Mentions** -- How many of those responses included your brand

## Performance by Platform Card

A table breaking down your mentions across each AI engine:

| Column             | What it tells you                                          |
| ------------------ | ---------------------------------------------------------- |
| **Engine**         | The AI engine, shown with its icon                         |
| **Mention Rate**   | The percentage of that engine's responses that mention you |
| **Mentions Count** | How many total mentions from that engine                   |
| **Response Count** | How many total responses were tracked from that engine     |

<Tip>
  If one engine has a dramatically lower mention rate than others, that is your biggest optimization opportunity. Check which queries that engine ignores you on, then create targeted [GEO Pages](/dashboard/geo-pages) for those topics.
</Tip>

## Queries Table

The main section of the page -- a detailed table of every tracked query and its AI response:

| Column               | What it shows                                                 |
| -------------------- | ------------------------------------------------------------- |
| **Engine icon**      | Which AI engine generated this response                       |
| **Prompt/Query**     | The exact question or prompt sent to the AI engine            |
| **Sentiment badge**  | Color-coded: green (positive), gray (neutral), red (negative) |
| **Mention status**   | Whether your brand was mentioned in the response              |
| **Response preview** | A truncated snippet of the AI's response                      |

The table displays **20 results per page** with pagination controls at the bottom.

**How to use it:**

1. Sort by sentiment to find negative mentions first -- these need the most urgent attention
2. Filter for "no mention" to find gaps where you should be appearing
3. Search for competitor names to see how you are compared side-by-side

## Response Detail Panel

Click any row in the Queries Table to open a slide-out panel showing the complete AI response. The detail panel includes:

* **Full response text** with your brand name highlighted wherever it appears
* **The original prompt** that triggered this response
* **Engine name** and model version
* **Sentiment analysis** with confidence score
* **Citations** -- Any URLs the AI engine linked to in its response
* **Timestamps** -- When the query was sent and the response was received

<Note>
  The highlighted brand mentions in the full response are your "moment of truth." Read the context around each highlight. Is the AI recommending you? Comparing you unfavorably? Listing you as one option among many? The context matters as much as the mention itself.
</Note>

## Understanding Sentiment

Anymorph analyzes the **context** around each brand mention to determine sentiment -- not just whether your name appears, but how you are portrayed:

| Sentiment    | What it looks like                                                 | Example                                                                |
| ------------ | ------------------------------------------------------------------ | ---------------------------------------------------------------------- |
| **Positive** | Brand recommended, praised, or highlighted as a top choice         | "Brand X is widely regarded as the best option for..."                 |
| **Neutral**  | Brand mentioned factually without opinion or recommendation        | "Options in this space include Brand X, Brand Y, and Brand Z."         |
| **Negative** | Brand mentioned with caveats, criticism, or unfavorable comparison | "While Brand X offers this feature, users often report issues with..." |

Sentiment is one of the six [GEO Score](/concepts/how-geo-works#geo-score) sub-metrics, weighted at 15%. It directly impacts your overall visibility grade.

## What to Look For

<AccordionGroup>
  <Accordion title="Recurring positive patterns">
    Which queries consistently surface your brand positively? These are your strengths. Identify the pages or content that AI engines are drawing from and keep them updated and strong.
  </Accordion>

  <Accordion title="Negative sentiment clusters">
    Multiple negative mentions on similar topics may indicate outdated information, a known product issue, or competitor content that frames you unfavorably. Address these by adding accurate, positive content to your [Knowledge Base](/dashboard/knowledge-base).
  </Accordion>

  <Accordion title="Missing mentions (your biggest opportunity)">
    Queries where competitors appear but you do not are your highest-ROI targets. Each one is a potential [GEO Page](/dashboard/geo-pages) that could capture visibility you are currently losing.
  </Accordion>

  <Accordion title="Citation quality">
    When AI engines do cite you, which pages are they linking to? If they link to outdated blog posts instead of your main product pages, you need to improve the citability of your key pages.
  </Accordion>
</AccordionGroup>

## Pro Tips for Marketers

<AccordionGroup>
  <Accordion title="Do a weekly 'negative mention audit'">
    Every week, filter for negative sentiment and read through the responses. Create a list of recurring themes (pricing complaints, feature gaps, comparison losses) and address each one in your Knowledge Base. Within 2--4 weeks, you should see sentiment improve.
  </Accordion>

  <Accordion title="Use 'no mention' responses as a content brief">
    Filter for responses with no mention, then read what the AI said instead. The brands and content it recommended instead of you reveal exactly what kind of content you need to create. Use these as briefs for your next GEO pages.
  </Accordion>

  <Accordion title="Track sentiment over time">
    If you are running a brand campaign or launched a new product, check the Mentions page weekly to see if AI engines have picked up the new narrative. It typically takes 2--6 weeks for AI training data to reflect new content.
  </Accordion>

  <Accordion title="Share positive mentions with your team">
    Found a glowing AI recommendation of your brand? Screenshot it and share with your marketing team or leadership. These are real examples of how AI is promoting you to potential customers.
  </Accordion>
</AccordionGroup>

## Related

<CardGroup cols={2}>
  <Card title="Visibility" icon="eye" href="/dashboard/visibility">
    See aggregated visibility trends across all engines.
  </Card>

  <Card title="Knowledge Base" icon="database" href="/dashboard/knowledge-base">
    Upload content to improve how AI engines describe your brand.
  </Card>

  <Card title="GEO Strategy" icon="bullseye" href="/concepts/geo-strategy">
    Learn the optimization strategies that improve mention quality and frequency.
  </Card>

  <Card title="Prompts" icon="message" href="/dashboard/prompts">
    Manage the prompts that generate these AI responses.
  </Card>
</CardGroup>
