The 4 E's Pipeline
From raw data to product intelligence to market insight.
Extract
Per-URL Extraction
AI-generated crawlers compiled to Rust. Extract structured data from each URL at scale.
Learn moreEnrich
Per-URL Enrichment
AI analyzes text and images to classify, extract attributes, and clean the raw data.
Learn moreExtend
Cross-URL Relationships
Connect products across URLs: alternate listings, alternatives, complements.
Learn moreExplore
Query at Any Level
Single products, relationships, or market-wide aggregations and analytics.
Learn morePay to build. Explore for free.
You pay for Extract and Enrich, the stages that build your data foundation. Extend and Explore are free, letting you query and analyze without limits.
How the pipeline works
1. Extract (per URL)
For each URL, extract structured product data. AI-generated crawlers run at compiled code speed with consistent schema across all sites.
2. Enrich (per URL)
AI analyzes both text and product images to classify, extract attributes, and match to canonical products. Visual understanding fills gaps that text alone cannot.
3. Extend (across URLs)
Build relationships between products. Find the same product on different sites, discover alternatives, identify complements.
4. Explore (any level)
Query single products, traverse relationships, or run market-wide aggregations. From individual lookups to competitive analysis.