π New Features
π― 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 |
- 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
π 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)
π Sentiment Analysis
Understand not just if youβre mentioned, but how:- Tone: Positive, neutral, negative, or mixed
- Context: What aspect is discussed (pricing, features, support)
- Source weight: High-authority sources flagged separately
- Detect reputation risks early
- Benchmark sentiment vs. competitors
- Optimize messaging based on what gets praised vs. criticized
π Dark Mode
Full dark theme with system preference detection. Toggle manually or let it follow your OS setting.π§ 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.

