Agents · Architecture
Agent Architecture Guides
How an AI agent setup for Amazon work is put together, and what each choice costs — why the model everyone can buy is not an edge, how account data becomes agent-ready without a curated warehouse, and what connecting an MCP server does to the context window.
Explore the product3 guides in this group
Amazon Ads MCP Server: What Connecting Costs
Connecting to Amazon's official Ads MCP Server costs an agent 92,678 tokens before it does anything. Connecting to Kuudo's Amazon Ads MCP costs 388.
AI-Ready Data Without a Curated Warehouse
Build AI-ready data for agentic analytics: land Amazon data in owned storage, attach context and Skills, and govern workloads with Agent Flow.
Everyone in Your Category Has the Same AI Now
Every seller has the same AI now. Your edge is the operator knowledge it doesn't have, and today's AI listing tools are built to harvest it.
Keep going
Why Kuudo exists
When everyone runs the same AI, the advantage is what it does not know about your business.
AI chat over MCP
Scoped, audited model access to the Amazon systems your team already runs on, without copying data.
Agent Decision-Rule Guides
The decision rules agents apply to Amazon data: IF/THEN bidding, sufficiency gates, branded vs non-branded segmentation, and the action enums they return.