Insights on product data intelligence.
Notes on taxonomy, data quality, and preparing product data for AI enabled commerce.
AI Agents Shop on Attributes. The Depth and Accuracy of Your Product Data Decides What They Buy.
When AI agents do the shopping, the decision is made on attributes. The depth and accuracy of your product data determines what a machine can find, trust, and buy.
Tired of Tedious Templates? How AI Automates Product Content Template Completion
Template fatigue slows product launches. See how atronous uses AI automation to complete product content templates across marketplaces, accurately and fast.
Commerce Meets Intelligence: Agentic Commerce and the Golden Catalog
Shopping is shifting from human browsers to AI agents that compute over structured data. Here is how atronous makes product data agent-ready.
Taxonomy can be Taxing
Every retailer organizes products differently. See why mapping product catalogs to retailer taxonomies is so hard, and how atronous automates it with AI.
How atronous.ai Automates Product Taxonomy with ML and Embeddings
atronous uses computer vision, embeddings, and similarity scoring to classify products into a retailer's own taxonomy automatically, with auditing built in.
Schematic Extraction v0.1.0: Architecture, Enhancements and Future work
How atronous's PDF Schematic Extractor pulls clean diagrams from cluttered product documents using PyMuPDF, OpenCV, Tesseract, and Gemini, plus what is next.