AI - Alexander Granovskiy

Alexander Granovskiy

AI

Niche E-commerce: The Line of Death and the AI Illusion

Niche E-commerce: The Line of Death and the AI Illusion

This article is about a specific band of businesses. It is about established niche commerce brands that are real operators but not giants. Typical signs: A catalog measured in thousands of parent products (not hundreds, not millions). Variants may multiply that into several times more SKUs. A stable assortment where

Why Most AI Automation Dies in Production

Why Most AI Automation Dies in Production

Read this to challenge the comfortable illusions around “AI automation.” Demos are not reality. Production is a long tail of exceptions, approvals, evidence, and cross-tool execution. Without a Role-First Operating Layer, AI does not replace people - it becomes an assistant, and humans stay the glue forever. The Missing Job

Ecommerce Catalog Search in the Age of Artificial Intelligence

Ecommerce Catalog Search in the Age of Artificial Intelligence

AI-powered search sounds like the future of ecommerce. In reality, profitable catalog search still runs on boring engineering: a strong dictionary and thesaurus, clean inputs, explicit intent routing, and fast retrieval. Over time I refined a simple 5-layer architecture that turns catalog intent into orders: Language layer -> Boundary

AI Product Overview Module

E-Commerce Platform

AI Product Overview Module

Generate structured, marketing-ready product overviews from descriptions and pricing using the OpenAI API. Functions * Create short product benefit, men’s/women’s opinions, dimensions, materials, and key selling points * Provide concise pros/cons, quality vs. price, safety, and cleaning insights * Output standardized JSON Benefits * Automates detailed product content creation * Delivers