AI-powered data exploration and visualization. Ask questions in natural language, get instant SQL queries, visualizations, and insights. 96% time savings—from 50 minutes to 2 minutes per analysis.
Chat interface on left, interactive canvas on right. Ask questions, see results instantly. Drag panels, resize, export, and collaborate in real-time.
Orchestrator routes queries. SQL Agent generates optimized queries. Analyzer Agent interprets results. Visualizer Agent creates charts. All working together seamlessly.
"Show me battery incidents by state last month" → SQL query → table → heatmap. No coding required. Context-aware follow-ups: "Now filter to critical only".
Visual schema browser. 12-18 tables (events, telemetry, vehicles, incidents, RCA, predictions). Column types, relationships, sample data. Generate queries by clicking.
Pre-built analysis templates: Fleet Health Dashboard, Battery Deep Dive, Regional Comparison, Supplier Quality, Cohort Analysis. One-click deployment, fully customizable.
Auto-select chart types: time-series → line, categorical → bar, geographic → map, distributions → histogram. Interactive tooltips, zoom, pan, and drill-down.
Canvas snapshots saved automatically. Revert to previous states. Share analysis with team. Export as PDF, PNG, or interactive HTML.
Real-time multi-user editing. Comments and annotations. Share canvases via link. Schedule automated reports. Embed visualizations in dashboards.
Routes queries to specialist agents. Maintains conversation context. Handles multi-step workflows. Coordinates result synthesis. Error recovery and retry logic.
Generates optimized SQL from natural language. Schema-aware with foreign key understanding. Adds WHERE, GROUP BY, JOIN clauses intelligently. Validates queries before execution.
Interprets query results statistically. Identifies trends, outliers, correlations. Generates plain-English insights. Suggests follow-up questions and deeper analysis.
Selects optimal chart type based on data shape. Configures axes, legends, colors. Applies best practices for readability. Creates dashboard layouts automatically.
From 50 minutes to 2 minutes per analysis. No SQL expertise required. Engineers and analysts become 25x more productive.
Fleet managers, engineers, and executives—everyone can explore data without waiting for data team reports or learning SQL.
Answer critical business questions in minutes, not days. Reduce dependency on data engineers. Enable self-service analytics.
See how Data & ML Studio can democratize analytics and accelerate insights with AI-powered data exploration.