Key Business Impact

Delivered MVP pipeline and production-readiness artifacts; fully cloud-funded accelerator.

Project Overview

Production-ready AI-assisted reporting creating monthly narratives and PDF/HTML reports from business data.

Technical System Architecture

Operational data flow and system architecture designed for this solution:

input

User Request

ai

Bedrock AI Agent

database

MCP KPI Lookup

output

Insight Response

Case Study & Delivery

Built end-to-end pipeline from data ingestion through AI narrative generation to multi-format report delivery.

Consulting Assessment & Strategy

As an AI consultant, the primary focus for this project was to establish a production-grade infrastructure that balances LLM performance, response latency, and system cost. This was achieved by introducing specific design patterns:

  • Agentic Orchestration: Decoupling tasks into dedicated specialized agents to reduce complexity and improve reasoning accuracy.
  • Custom Model Routing: Routing simple tasks to lightweight tier-2 models (e.g. AWS Nova Flash / Sonic) and reserving heavy reasoning for flagship models.
  • Security & Compliance Guardrails: Integrating strict input/output verification steps to prevent PII exposure and prompt injections.