Open-source tool for analyzing how customers phrase commerce queries to AI assistants. Helps understand the language patterns that lead to AI recommendations.
What I Learned
Conversational queries are structurally different from search keywords
Open-sourcing gets more feedback than keeping it private
Small focused tools get more adoption than comprehensive platforms
The Problem
Brands don't understand how customers phrase questions to AI assistants. Traditional SEO keywords don't map to conversational queries.
The Approach
Built an analyzer that breaks down commerce queries into intent, category, entities, and sentiment.
Architecture Decisions
Prompt analysis engine
Pattern recognition for commerce queries
Category and intent classification
Why I Built It This Way
Made fully open-source
Focused on commerce-specific patterns
Built for actionable insights, not just analysis
Technology Stack
TypeScriptNext.jsOpenAI APITailwind CSSVercel
Outcomes
Open tool for commerce AI analysis
Reference implementation for prompt analysis
Started: 2024-12
1 week to production