When you type "show me monthly revenue by region" into an AI dashboard tool, something complex happens behind the scenes.

The AI model must understand your business intent, identify the correct data columns, select an appropriate chart type, and generate valid configuration.

Different models handle these tasks very differently. Some get the chart type right but use wrong columns. Others understand the intent but produce invalid output.

We wanted real answers. So we tested 12 popular models across 32 real-world business scenarios.

What We Tested

We designed 32 test scenarios covering common business analytics requests:

Basic charts: Bar, line, pie, area for standard KPIs

Multi-dimensional analysis: Grouped comparisons, stacked charts

Time-series analysis: Trends over time, period comparisons

Conditional formatting: Thresholds, color rules

Multilingual prompts: Requests in Turkish and English

Complex queries: Multi-step analysis with follow-up questions

Each model was scored on correctness (right…