> ## 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 1.10

> Revolutionary competitor extraction engine, Looker Studio integration, sentiment analysis, and dark mode.

## 🚀 New Features

### 🎯 Next-Generation Competitor Engine

Automatic competitor extraction that catches what keyword-based tools miss:

| Traditional Tools      | Qwairy v1.10                   |
| ---------------------- | ------------------------------ |
| Manual competitor list | Auto-discovered from responses |
| Exact match only       | Catches indirect mentions      |
| Static tracking        | Dynamic landscape updates      |

**Three Detection Layers:**

* **Semantic matching**: Detects brands even when paraphrased
* **Domain inference**: Extracts and validates domains from partial mentions
* **Historical patterns**: Learns which brands appear together in your category

Surface emerging threats weeks before they show up in traditional market research.

### 📊 Looker Studio Data Connector

Connect Qwairy to your existing reporting stack:

* **Visibility scores** by brand, provider, and date
* **Sentiment breakdown** (positive/neutral/negative trends)
* **Share of voice** vs. competitors over time
* **Citation sources** driving your mentions
* **Provider comparison** (ChatGPT vs. Perplexity vs. Claude)

Generate API tokens in Workspace Settings → Integrations.

### 😊 Sentiment Analysis

Understand not just if you're mentioned, but how:

* **Tone**: Positive, neutral, negative, or mixed
* **Context**: What aspect is discussed (pricing, features, support)
* **Source weight**: High-authority sources flagged separately

**Turn Insights Into Action:**

* Detect reputation risks early
* Benchmark sentiment vs. competitors
* Optimize messaging based on what gets praised vs. criticized

### 🌙 Dark Mode

Full dark theme with system preference detection. Toggle manually or let it follow your OS setting.

## 🔧 Improvements

* **Faster competitor updates**: Engine runs on every monitoring cycle
* **Better data exports**: Download any dataset with filters applied
* **Enhanced visualizations**: Clearer sentiment and perception charts

***

**Smarter Competitors, Visual Reporting, Dark Mode**

Version 1.10 revolutionizes how you discover and track competitors. With automatic extraction, Looker Studio integration, and sentiment analysis, you understand not just who appears, but why and how.