Autonomous Multi-Agent SystemAI Engineering Portfolio Project

About StratAgent

An automated AI-powered market intelligence and competitor research application. It coordinates 4 specialized agents using LangGraph to search live web sources, verify evidence, and synthesize comprehensive comparison dossiers with real citation links.

Automated Workflow1–3 Minutes

Full research pipeline orchestrated from a simple topic input without manual prompt crafting.

Research Scope4 Key Dimensions

Product features, pricing models, user reviews/sentiment, and target market positioning.

Quality Gate80% Threshold

If evidence is < 80%, the system re-searches the web. If still missing, it is explicitly flagged as 'Unverified in Sources' without guessing.

Structured DeliverableTables & PDF

Feature comparison matrix, pricing breakdown, 4-quadrant SWOT, and instant PDF download.

Single-Turn Chat Prompts (General AI)

1. Requires Complex Manual Prompting: To get a structured comparison, users must manually write long, specific prompts every time. 2. Single-Pass Generation (No Audit Loop): Standard chat generates an answer in one pass without an independent auditor agent verifying if key evidence is complete. 3. Ephemeral Chat Output: Answers remain as conversational chat text, requiring manual effort to format into tables or shareable documents.

Multi-Agent System Workflow (StratAgent)

1. Automated Orchestration from a Single Topic: Input a competitor topic, and the system autonomously decomposes it into 4 key research dimensions. 2. Role Separation & Self-Correction: The Researcher and Fact-Checker operate independently. If evidence is lacking (confidence < 80%), the system automatically re-searches the web before writing. 3. Executive-Ready Deliverable: Directly compiles structured feature matrices, pricing breakdowns, 4-quadrant SWOT, and instant one-click PDF downloads.

Motivation & Architecture Philosophy

This application was engineered to demonstrate how a specialized multi-agent architecture bridges the gap between general conversational AI and structured market research. Rather than relying on a single prompt, StratAgent distributes tasks across 4 dedicated agents (Planner, Researcher, Fact-Checker, and Writer) coordinated via LangGraph. By decoupling web investigation, evidence verification, and report synthesis, the system provides transparent, source-backed market analyses in structured matrices and downloadable PDF dossiers.