Chapter 01
The Business Challenge
The business situation the organisation faced before the project began.
Teams spend hours manually searching through documentation, code, and project files to answer questions.
Chapter 03
How the Solution Was Delivered
Discovery, design, development, testing and rollout — the journey, not the tooling.
- 1Data audit: analyzed document types and structure
- 2Chunking strategy design: semantic + AST parsing for code
- 3Prototype with sample data using FAISS + Ollama
- 4Production rollout: FastAPI + Docker Compose deployment
Business Impact
Business Outcomes & Impact
The measurable outcomes from the underlying AI Deployment — with the story behind them.
Hours Automated
4
Cost Savings
Currency not specified
Revenue Impact
Currency not specified
Measurable Business Outcome
Reduced document retrieval time from hours of manual search to <2 seconds per query across 8,361 semantic chunks.
Business Outcome Categories
Productivity ImprovementKnowledge ManagementTime SavingsQuality ImprovementAI Performance Improvement
The story behind the numbers
Reduced document retrieval time from hours to <2 seconds per query; eliminated cloud API costs; enabled instant access to technical knowledge.