Sana Remekie

Audience:  Product Owners, Integration Architects & Senior Developers Why this conversation matters An agent-ready Experience API  is essential in a world where AI assistants, LLM-powered tools, and conversational interfaces are becoming primary customer touchpoints. Unlike traditional APIs that return raw data or expose backend constraints, an agent-ready Experience API delivers a fully composed, contextual, and decisioned response in a single API call—so the agent doesn’t have to...

Large-language-model agents are beginning to request structured access to retail systems. Merchants now face a decision: which sort of Model Communication Protocol (MCP) server should represent their business? Three approaches have emerged. Each one answers different operational requirements around ownership, data scope, security, and long-term flexibility. 1. Vendor-Owned MCP Servers Certain commerce platforms publish a single, shared MCP endpoint. It mainly supports internal engineering...

Composable architecture promises agility, but the moment you stitch a dozen best-of-breed services together you also inherit an invisible...