A bulk listing tool for high-volume eBay sellers. Ingests organized photo archives, enriches each item with real comp data, generates AI-assisted listings, and outputs a VA-reviewable draft queue — targeting operations running 2,000 or more listings per week.
The pipeline accepts a batch of photos organized by SKU — sourced from Google Drive folders or direct upload. Each SKU group is processed through the Reseller Intelligence API: item identified via AI vision, sold comp data pulled by condition tier, sell-through rate and price trend calculated. The enrichment data grounds the listing generation step, so every AI-generated title, description, and price is backed by real market data — not inference.
Output is a spreadsheet-style review interface designed for VA workflows. One row per SKU. Inline editing of title, price, condition, and category without leaving the row. Bulk approve, flag for review, or reject. Final export in eBay's bulk upload CSV format, ready for Seller Hub.
High-volume eBay sellers are underserved by existing listing tools. Current solutions either generate listings without pricing intelligence, or provide pricing data without a bulk workflow. The result is operators choosing between speed and accuracy. This pipeline delivers both — AI-generated listings grounded in 90-day eBay sold comp data, reviewed at scale by a VA in a familiar spreadsheet interface.
The tool is also designed as a direct replacement for platforms exiting the market, providing a migration path for sellers who need a reliable bulk listing workflow without rebuilding from scratch.
Web-based application deployed on Railway with a Supabase data layer. Photo ingestion supports Google Drive folder links and direct batch upload. SKU boundary detection uses a three-layer system: local classifier, perceptual hash cache, and Vision API fallback. All comp enrichment routes through the Reseller Intelligence API — the pipeline has no direct data source dependencies of its own.
The CSV export layer is built to eBay's bulk upload specification for apparel, sneakers, and electronics categories. Direct eBay API publishing via Trading API is planned once eBay Developer Program access is established — the CSV route serves as a production-validated bridge in the interim.