Retail on Tyler Wellshttps://blog-theta-seven-23.vercel.app/tags/retail/Recent content in Retail on Tyler WellsHugoen-usThu, 16 Apr 2026 00:00:00 +0000Building Ozark Ridge: Lessons Learned and What I'd Do Differentlyhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-5-lessons-learned/Thu, 16 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-5-lessons-learned/[Retail AI Series 5/5] What worked, what didn't, what I'd do differently in v2, and why this project matters for e-commerce AI.Building the AI Product Assistant: Context Injection, Multi-Turn Chat, and Cross-Product Retrievalhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-4-ai-assistant/Wed, 15 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-4-ai-assistant/[Retail AI Series 4/5] How to build a Rufus-style AI assistant that answers product questions, suggests complementary gear, and builds camping loadouts — with conversation history, context injection, and dynamic retrieval.Keyword Search vs Semantic Search: Why Natural Language Queries Need Vector Embeddingshttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-3-keyword-vs-semantic/Tue, 14 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-3-keyword-vs-semantic/[Retail AI Series 3/5] Side-by-side comparison of keyword and semantic search, why keyword search fails on natural language queries, and what the retrieval scores actually tell you.Building the Catalog and Ingestion Pipeline: Archetypes, Embeddings, and ChromaDBhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-2-catalog/Mon, 13 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-2-catalog/[Retail AI Series 2/5] How to generate 1180 realistic products from 20 archetypes, why product descriptions matter for RAG, and how the ingestion pipeline works.Building AI Search for a Retail Website: The Stack and Whyhttps://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-1-stack/Sun, 12 Apr 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/ozark-ridge-post-1-stack/[Retail AI Series 1/5] Building a mock outdoor retail site with AI-powered product search and a Rufus-style assistant. This post covers the architecture, stack decisions, and why RAG matters for e-commerce.How a Simple Power Automate Workflow Automated 250+ Hours of Work Per Monthhttps://blog-theta-seven-23.vercel.app/posts/retail-power-automate-workflow/Fri, 20 Feb 2026 00:00:00 +0000https://blog-theta-seven-23.vercel.app/posts/retail-power-automate-workflow/Eliminate costs tied to repetitive corporate tasks with simple workflows like this -- a Microsoft Form + a Power Automate flow + an AI prompt