Amazon Cloud Developers

Feb 4, 2026 · Artificial Intelligence

From ChatBI to a Multi‑Agent Analytics Platform: A Practical Amazon‑Snowflake Architecture

The article examines why single‑agent ChatBI solutions fall short in enterprise settings and presents a three‑layer, multi‑agent architecture—interaction, orchestration, and execution—built with Amazon Quick Suite, Amazon Bedrock AgentCore, and Snowflake Cortex AI, detailing routing, synchronous/asynchronous processing, semantic modeling, and deployment recommendations.