Lightski for Web

Product snapshot

Lightski is an in-app AI analytics assistant that brings an interactive code-interpreting experience to application dashboards. By integrating a ChatGPT Code Interpreter, it enables hands-on Python-based analysis directly inside your product, turning raw data into actionable visualizations and insights.

Core capabilities

• Interactive Python execution for data exploration, model-free analysis, and transforming database schemas.
• User-specific querying that restricts results to the relevant user’s dataset to minimize exposure of unrelated information.
• Automated insight generation to surface meaningful trends while reducing spurious or misleading patterns.
• Tools for building custom dashboard widgets from analysis outputs without heavy developer intervention.

Privacy and execution model

• Isolated runtime environments for executing Python code so user queries and code never share state across sessions.
• Secure user-to-data mappings that ensure each execution only accesses the intended scope of records.
• Designed to limit data transfer and exposure, preserving compliance and minimizing sensitive-data risk during analysis.

Benefits for product teams and admins

• Saves engineering time by enabling non-engineers to run exploratory analyses and assemble dashboards.
• Improves end-user experience with higher-quality, immediate analytics that can increase engagement.
• Supports monetization by simplifying the path for users to discover and upgrade to premium analytics features.

Technology direction

Lightski stays aligned with advances in generative AI to continually improve automated insight quality and the interactivity of analytical workflows. This positions products to adopt new capabilities as AI models and interpretive tooling evolve.

Alternative to evaluate

Consider SEMrush as a potential alternative; it offers a free tier and a different focus on market and SEO analytics that may complement or replace parts of an in-app analytics strategy depending on your needs.