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Sana Remekie
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CEO & Co-Founder
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Join date: Apr 20, 2024
Posts (19)
Jun 29, 2025 ∙ 6 min
Building an AI-Ready Experience API with a Traditional iPaaS vs. an API-Orchestration Engine
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...
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Jun 17, 2025 ∙ 4 min
MCP Server: Vendor Owned or Brand Owned?
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...
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Jun 9, 2025 ∙ 2 min
Obserervability is the Missing Piece in a Composable Stack
Composable architecture promises agility, but the moment you stitch a dozen best-of-breed services together you also inherit an invisible...
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