Agent Limitations
Understanding the AI agent’s capabilities and limitations helps you use it most effectively and set appropriate expectations for analysis results.
What the Agent Does Well
Section titled “What the Agent Does Well”- Exploratory data visualization
- Pattern recognition through charts
- Automatic chart type selection
- Natural language interpretation of visual patterns
What Requires Human Judgment
Section titled “What Requires Human Judgment”- Business context interpretation
- Strategic decision making
- Domain-specific knowledge application
- Final recommendations and actions
Technical Boundaries
Section titled “Technical Boundaries”- Works with uploaded datasets only
- Requires sufficient data volume for statistical analysis
- Limited to supported data types and formats
- Cannot access external data sources mid-conversation
Data Requirements
Section titled “Data Requirements”Data Volume Considerations
Section titled “Data Volume Considerations”- More data generally improves analysis quality
- Small datasets may limit statistical confidence
- Analysis quality varies by data type and complexity
Data Quality Impact
Section titled “Data Quality Impact”- Missing data reduces analysis reliability
- Outliers can skew results if not handled
- Inconsistent data formats may cause errors
- Small sample sizes limit statistical confidence
Analysis Limitations
Section titled “Analysis Limitations”Statistical Constraints
Section titled “Statistical Constraints”- Cannot establish causation, only correlation
- Requires appropriate sample sizes for significance
- Limited by data quality and completeness
- May struggle with highly sparse data
Domain Knowledge
Section titled “Domain Knowledge”- Lacks industry-specific context
- Cannot incorporate external factors not in data
- May miss business logic constraints
- Requires human validation of business relevance
What’s Next?
Section titled “What’s Next?”Best Practices
Learn how to work within these limitations effectively and get the best results.
Chat Management
Understand how to organize conversations and manage multiple analysis threads.