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

# Analytics & AI Q&A

> Discover how to use Market Maven's AI-powered analytics and natural language query features

# Analytics & AI Q\&A

Market Maven includes market-specific Q\&A reports. Use them to ask plain-English questions about linked market datasets and explore generated visual answers alongside the rest of the report catalogue.

## AI Q\&A Feature

### How It Works

1. **Open a Q\&A report:** Each market includes a Q\&A report in the catalogue
2. **Natural Language Input:** Type questions as you would ask a colleague
3. **Visual Answers:** Results appear as interactive visuals where the linked dataset supports the query
4. **Follow-up Exploration:** Use filters, tooltips, drill actions, and related report pages to investigate further

### Example Questions

**Superannuation Queries:**

* "What are the top 10 super funds by assets under management?"
* "Show me member flow trends for retail funds over the past 5 years"
* "Which funds have the lowest fees in the balanced category?"

**Life Insurance Queries:**

* "Compare lapse rates across major life insurers"
* "What's the trend in individual protection premium growth?"
* "Show claims ratios for income protection products"

**Financial Advice Queries:**

* "How many advisers left the industry in the last quarter?"
* "Which regions have the highest adviser density?"
* "Show me licensing trends for new entrants"

## Report Analytics

### Interactive Exploration

Interactive reports help you identify patterns in large regulatory datasets:

* **Trend Detection:** Spot emerging market movements
* **Outlier Identification:** Highlight unusual patterns
* **Correlation Analysis:** Understand relationships between variables

### Comparative Insights

Use historical and entity-level data for market comparison:

* **Market Share:** Compare relative scale across funds, insurers, licensees, and advisers
* **Peer Comparison:** Benchmark similar organizations or products
* **Movement Analysis:** Track changes across periods

### Benchmarking Tools

Compare performance across the market:

* **Peer Analysis:** See how entities stack up against competitors
* **Market Positioning:** Understand relative market share
* **Performance Ranking:** Identify leaders and laggards

## Best Practices

<Tip>
  Start with broad questions, then use the generated visual's filters,
  tooltips, drill options, and related report pages to narrow the analysis.
</Tip>

<Warning>
  Q\&A results depend on the fields, measures, and phrasing available in the
  underlying report dataset. Always validate important decisions against the
  report source context and your domain expertise.
</Warning>

## Tips for Better Results

* **Be Specific:** Include time frames, entity names, or specific metrics
* **Use Report Terms:** Match terminology from the report, data source, or glossary
* **Explore Variations:** Try different phrasings if a visual does not appear
* **Validate Context:** Check filters, source details, and data period before relying on an answer