AI Data Analytics Platform
Natural-language data analytics platform — ask a question in plain English, get a chart and the insight behind it.
Role
Full Stack Developer
Timeline
2024
Stack
Overview
An AI-powered data analysis and visualization platform that enables users to interact with data using natural language. It automatically generates professional visualizations, performs advanced statistical analysis, and provides actionable insights in seconds. Designed for researchers, analysts, and business leaders, Plotsalot drastically reduces analysis time while making complex data analytics accessible to non-technical users through intelligent automation.
Architecture & Decisions
AI-Driven Analytics & Code Generation
Leverages multiple AI models including Claude, GPT, and Azure OpenAI to understand natural language queries and automatically generate Python/R code for complex analysis. Features include interactive dashboards, predictive analytics, scheduled reports with auto-refresh capabilities, and one-click data replacement for instant chart updates.
Production-Ready Data Infrastructure
Built on modern cloud architecture with secure CodeSandbox integration for isolated code execution. Supports multiple data sources, real-time collaboration through shareable dashboards, automated email reporting (daily, weekly, monthly), and export capabilities to PDF and Word. Serves healthcare, finance, and research industries with enterprise-grade security and scalability.
The Hard Part
AI-generated analysis code has to be both correct and fast, and users expect it in seconds, not minutes. The hard part was validating and sandboxing model-generated Python/R safely without adding perceptible latency.
Outcomes
Analysis time
Hours → Seconds
Models
3 AI providers
- —Multi-model strategy (Claude, GPT, Azure OpenAI) for reliable code generation
- —Isolated CodeSandbox execution with validation and optimization passes
- —Scheduled auto-refresh reports with PDF/Word export
- —Real-time collaborative dashboards for teams
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