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BizSight

BizSight

Business AI

Multi-agent orchestration layer on AWS with Model Context Protocol integration and dynamic tool selection. Function-calling coordination across domain-specialized agents. Deployed across 4 geographic regions at 90% cost reduction.

PythonAWSMCPReactTypeScriptPostgreSQLMulti-AgentFunction Calling

About

5-agent orchestration system on AWS with MCP integration, deployed across 4 geographic regions. Dynamic tool selection at runtime, agent-to-agent coordination, and enterprise-grade analytical depth under sub-$500 cost constraints.

The Problem

Operations in tier 2/3 regions lack access to data-driven decision support. Incumbent solutions cost $5K–$50K, creating a capability gap.

The Approach

Specialized agent decomposition — 5 domain-constrained agents operate within narrow scopes where smaller, cheaper models achieve equivalent quality. MCP integration enables dynamic access to external data sources.

Tech Stack

  • Frontend: React 18, TypeScript, TailwindCSS, Recharts
  • Backend: Python 3.11, FastAPI, PostgreSQL, Redis, AWS Lambda, AWS ECS
  • AI/ML: AWS, MCP Server SDK, LangChain, Custom Agent Orchestrator