New features
Competitor detection
Competitors could now be extracted automatically from monitored answers:- Discover competitors without maintaining a complete manual list
- Detect supported indirect mentions
- Refresh the observed competitor set on each monitoring cycle
- 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
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)
Sentiment analysis
Sentiment analysis added context to detected mentions:- Tone: Positive, neutral, negative, or mixed
- Context: What aspect is discussed (pricing, features, support)
- Source weight: Sources with an authority label shown separately
- Detect reputation risks early
- Benchmark sentiment vs. competitors
- Compare messaging with recurring positive and negative patterns
Dark mode
Full dark theme with system preference detection. Toggle manually or let it follow your OS setting.Improvements
- Competitor updates: Engine runs on every monitoring cycle
- Data exports: Download supported datasets with filters applied
- Visualizations: Updated sentiment and perception charts