Blog
AI agents, RAG, and integrations — notes from production.
Retail
Semantic Search for Pharmacy and Health Retail: Symptoms, Not Just SKUs
Semantic search for pharmacy retail maps symptom and need queries to product categories, with a firm line before anything that reads as medical advice.
E-commerce
AI Support for Returns-Heavy Categories: Fraud vs Genuine Returns
In returns-heavy categories, an AI support agent keeps genuine returns frictionless while flagging abuse patterns for a person - never accusing on its own.
E-commerce
AI Support for Cross-Border E-commerce: Duties, Customs, and Delivery Windows
AI support for cross-border ecommerce turns on whether duties were prepaid, realistic customs timelines, and per-country return rules - not tax advice.
E-commerce
AI Support for Pre-Order and Crowdfunded Products: Managing Expectations
AI support for pre-order products manages a long wait - grounded ship dates, honest delay updates, and address changes with a cutoff - not invented promises.
E-commerce
AI Support for Rental and Try-Before-You-Buy Models
AI support for rental ecommerce handles the lifecycle - extensions, returns, swaps, and rent-to-own conversions - while damage and fee disputes go to a person.
E-commerce
AI Support for Wholesale and B2B Orders: POs, Quotes, and Net Terms
AI support for B2B ecommerce runs on account-specific pricing, purchase orders, and net terms, with credit and quote approval kept with a person.
E-commerce
AI Support and GDPR: Data Residency for an EU Customer Base
For an EU customer base, AI support data residency comes down to mapping where conversation data flows, which sub-processors touch it, and how long it is kept.
E-commerce
AI Support at Enterprise Retail Scale: Multi-Brand, Multi-Region
AI support for enterprise retail means a shared core with per-brand config - policy, tone, data residency, and refund authority all differ by storefront.
E-commerce
AI Support for a Small Store on Shopify: Scoping the First Agent
AI support for small ecommerce often starts with an off-the-shelf app. A custom agent earns its place only with real volume or non-standard workflows.
E-commerce
AI Support for Luxury Retail: Concierge Tone and Human Handoff
AI support for luxury retail treats tone as a product spec and sets the automation ceiling low, handing off to a client advisor early and gracefully.