InsightAI Analytics Agent
Ask questions over business data and review the query, chart, and explanation before acting.
A natural language analytics concept for turning business questions into governed queries, generated charts, and readable explanations with full transparency into the query generation process.
Problem Statement
Teams need faster analytical answers, but raw text-to-SQL flows can be unsafe, opaque, and hard to trust without schema awareness and reviewable reasoning.
System Solution
InsightAI Agent uses a governed analytics flow: understand intent, map schema, generate a checked query, render visual output, and explain the result in plain language.
Architecture & Data Flow
Question intake and schema retrieval for grounded query generation.
Query validation layer before execution.
Chart and narrative generation for decision-ready output.
History and audit views for repeated analysis and review.
Key Technical Features
- 01.Natural language question input with schema-grounded generation.
- 02.Generated SQL with reviewable query preview before execution.
- 03.Chart recommendations and short summaries.
- 04.Dataset-aware constraints and prompt templates.
Engineering Challenges
- 01.Constraining query generation to known schema and allowed operations.
- 02.Making generated insights explainable instead of magical.
- 03.Designing the product for analysts and non-technical operators.