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

# Source & Citation Analysis

> Discover which websites AI cites, analyze your on-page presence, and explore social citations.

## Understanding your citation landscape

### Which sources influence AI?

<Accordion defaultOpen title="What websites do AI assistants cite for my topics?">
  **You:**

  What are the top sources AI cites when answering questions about my industry?

  **Claude:**

  Top sources for **EduPath** topics:

  | Domain             | Type        | Mentions | Avg Position | Self |
  | ------------------ | ----------- | -------- | ------------ | ---- |
  | edupath.com        | Commercial  | 178      | 2.4          | Yes  |
  | coursera.org       | Educational | 156      | 1.6          | No   |
  | edtechmagazine.com | Media       | 98       | 2.2          | No   |
  | reddit.com         | Forum       | 72       | 4.0          | No   |
  | g2.com             | Review      | 58       | 3.1          | No   |

  Your website is the #1 commercial source. But educational platforms (Coursera) and media rank higher in position — AI treats them as more authoritative primary references.
</Accordion>

### Track source momentum

<Accordion title="Which sources are gaining or losing citations?">
  **You:**

  Show me the weekly source trends for the last 30 days. Which domains are gaining ground?

  **Claude:**

  **Source Trends** for **EduPath**:

  | Domain             | Type        | Citations | Previous period | Change |
  | ------------------ | ----------- | --------- | --------------- | ------ |
  | coursera.org       | Educational | 54        | 39              | +38.5% |
  | edtechmagazine.com | Media       | 31        | 28              | +10.7% |
  | reddit.com         | Forum       | 18        | 25              | -28.0% |

  Educational sources now represent 41% of citations, up from the previous period. Coursera is the clearest mover, while Reddit is losing citation share. I would inspect the prompts and pages where Coursera gained before deciding whether this is a content or outreach opportunity.
</Accordion>

### Deep-dive on a source

<Accordion title="Tell me more about a key source domain">
  **You:**

  Give me the full profile on edtechmagazine.com — what pages are cited, who else appears?

  **Claude:**

  **Source Profile: edtechmagazine.com**

  | Metric           | Value |
  | ---------------- | ----- |
  | Type             | Media |
  | Total mentions   | 98    |
  | Unique questions | 31    |
  | Avg position     | 2.2   |

  **Top cited URLs:**

  | URL                            | Mentions |
  | ------------------------------ | -------- |
  | /lms-comparison-2026           | 28       |
  | /ai-in-education-guide         | 22       |
  | /best-corporate-training-tools | 18       |

  **Co-cited competitors:**

  | Competitor     | Co-occurrences |
  | -------------- | -------------- |
  | EduPath (SELF) | 34             |
  | Docebo         | 28             |
  | TalentLMS      | 22             |

  **Backlink available:** Yes — via 3 platforms.

  When AI cites this source, your brand co-appears 35% of the time. Getting a dedicated feature in their LMS comparison would strengthen your visibility.
</Accordion>

### On-page presence

<Accordion title="Which of my pages are cited by AI?">
  **You:**

  Show me my on-page presence — which pages get cited?

  **Claude:**

  **On-Page Presence** for edupath.com:

  | Stat                        | Count |
  | --------------------------- | ----- |
  | Total pages                 | 245   |
  | Cited by AI                 | 32    |
  | Not cited                   | 198   |
  | Discovered (not in sitemap) | 15    |

  **Top performing pages:**

  | Path                           | Status  | Citations | Questions |
  | ------------------------------ | ------- | --------- | --------- |
  | /features/lms                  | WORKING | 62        | 28        |
  | /blog/corporate-training-guide | WORKING | 38        | 18        |
  | /pricing                       | WORKING | 24        | 12        |

  **Discovered pages** (AI cites them but they're not in your sitemap):

  | Path                      | Citations |
  | ------------------------- | --------- |
  | /help/api-documentation   | 8         |
  | /community/best-practices | 5         |

  81% of your pages get zero AI citations. The 15 discovered pages should be added to your sitemap — AI already considers them valuable.
</Accordion>

### Social citations

<Accordion title="Is my brand discussed on social platforms?">
  **You:**

  What social platforms cite my brand?

  **Claude:**

  **Social Insights** (last 30 days):

  | Metric                | Value          |
  | --------------------- | -------------- |
  | Social citations      | 72 / 890 total |
  | Social share of voice | 8.1%           |

  **Platform distribution:**

  | Platform       | Citations | %   |
  | -------------- | --------- | --- |
  | Reddit         | 35        | 49% |
  | YouTube        | 22        | 31% |
  | LinkedIn       | 10        | 14% |
  | Stack Overflow | 5         | 7%  |

  Reddit dominates your social citations. Discussions in r/elearning and r/instructionaldesign frequently reference your platform — these feed directly into AI responses.
</Accordion>
