> ## 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.

# Version 1.11

> Discover where AI gets its information: Social Intelligence, Shopping Intelligence 2.0, Backlink Opportunities, and Brand Perception tracking.

## 🚀 New Features

### 🗣️ Social Intelligence

AI doesn't just cite websites—it cites conversations. Track 10+ platforms:

**Communities:**

* Reddit, Hacker News, Stack Overflow, Quora, Product Hunt, Discord

**Video & Social:**

* YouTube, Twitter/X, LinkedIn, TikTok

For each platform, see specific communities and channels being cited with citation counts, average position, and which AI provider trusts them most.

| Community            | Citations | Avg Position | Top Provider |
| -------------------- | --------- | ------------ | ------------ |
| r/productivity       | 47        | 2.3          | Perplexity   |
| r/saas               | 23        | 4.1          | ChatGPT      |
| YouTube/@TechChannel | 18        | 1.8          | Gemini       |

**Social Opportunities**: Identify prompts where competitors get cited from social sources but you're absent.

### 🛒 Shopping Intelligence 2.0

AI recommends products **and where to buy them**. Track store distribution:

| Store       | Citations     | Impact                             |
| ----------- | ------------- | ---------------------------------- |
| Amazon      | High presence | Lower margin, less customer data   |
| Direct Site | Low presence  | Higher margin, direct relationship |
| Retailers   | Varies        | Brand positioning implications     |

Understand if AI consistently recommends your products from Amazon but never from your direct site—and optimize accordingly.

### 🔗 Backlink Opportunities

Prioritize links from sources AI actually cites:

* **Source extraction**: Every source from every AI response analyzed
* **Competitive gaps**: Your presence vs. competitors on each source
* **32+ marketplaces**: Real-time pricing aggregation (Ereferer, Getfluence, WhitePress, etc.)

The trifecta for backlink ROI:

1. High AI citation frequency
2. Competitor presence, you absent
3. Available at good price

### 🎯 Brand Perception

Track not just visibility, but how AI describes you:

* **Define 5-10 key attributes** you want AI to convey
* **Track alignment**: Which messages land, which are missing
* **Monthly snapshots**: Sentiment score, alignment score, SWOT analysis

If ChatGPT describes you as "innovative" but Claude says "traditional," you need to address the root cause.

## 🔧 Improvements

* **Technical Analysis**: AI Readiness Score (0-100) for robots.txt, llms.txt, sitemap
* **Prompts Redesign**: Better filtering, visibility scores per prompt
* **Persistence Score**: Measure response consistency (stable 50% beats erratic 70%)

***

**From Outputs to Inputs**

Version 1.11 reveals where AI gets its information. Instead of just monitoring mentions, you understand the underlying sources and can influence them directly.