I Built a Product Listing Writer That Costs $0 Per Listing to Run

Описание и применение

ListCraft генерирует SEO‑оптимизированные заголовки, пять выгодных пунктов, полное описание и ключевые слова для Amazon, Flipkart, Etsy и Shopify, работая полностью локально без затрат на каждое объявление.

Задача

Marketplace sellers spend hours rewriting listings and often pay copywriters when backlogs grow, while existing tools rely on paid APIs that increase marginal costs and expose sensitive catalog data.

Результат

ListCraft produces SEO‑optimized titles, five benefit‑led bullets, full descriptions, and backend keywords for Amazon, Flipkart, Etsy, and Shopify, all generated locally with zero per‑listing cost and no data leaving the seller’s laptop.

Рабочий процесс

• Install Ollama and pull gemma2:2b
• Clone the ListCraft repo and run ./run.sh
• Open the UI, paste product details, select marketplace, and hit generate
• Export the listing as Markdown or copy to clipboard

Доказательства

Listing‑writer tools exist, but every one I looked at is a thin wrapper over a paid API.

Источник

After the one‑time model download, everything happens locally. Unplug your router mid‑generation and it keeps working.

Источник

The pricing math is the point. Charge per listing or a small monthly fee, and because the model runs locally, there's no per‑generation bill eating into it.

Источник