Canadian Architecture Firm
Case Study 01

Canadian Architecture Firm

Architecture & Design ⏱ 1 month 👤 Solo build
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The Problem

The firm was missing early-stage project opportunities due to manual monitoring of multiple sources (universities, municipalities, news) being time-consuming and inconsistent. Key leads were slipping through while competitors who got in earlier secured the work.

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The Solution

Built an N8N workflow automation system with LLM-powered agents (Gemini Flash 2.0) to extract project data from PDFs, websites, and documents. Created 4 AI agents for different source types - municipal, institutional, RFP databases, and news - and implemented Airtable for centralised data storage with automated lead prioritisation and scoring.

Results

90%
Automated source coverage
6–12 mo
Early discovery advantage
85%
Lead quality match rate
$0.45
Per workflow execution