Operational capability / private knowledge
Private HR knowledge retrieval route
01 / THE PROBLEM
The Problem
In a large, highly regulated national utility, the HR division manages thousands of employees and extensive internal policy, compliance, and benefits documentation.
HR staff were spending substantial time manually searching disjointed PDFs and legacy records for routine employee questions. Public cloud LLM APIs were not appropriate for sensitive government and employee information, so the knowledge route needed to remain isolated from the public internet.
- Repetitive query fatigue: Routine leave, payroll, and compliance questions required manual lookup.
- Slow resolution: Employees waited for basic policy clarifications, creating operational delay.
- Cloud AI roadblock: Sensitive internal documents could not be sent to public LLM APIs.
02 / THE HURDLES
The Hurdles
- Zero cloud dependency: Document ingestion and inference needed to remain on internal servers.
- Hardware constraints: The model required practical local optimisation rather than an oversized compute estate.
- High-stakes accuracy: The assistant needed to answer from the supplied context rather than guess about HR policy.
- Enterprise governance: The delivery moved through formal review, security, and deployment protocols.
03 / THE SOLUTION
The Solution
SysRoutes architected and deployed a fully on-premise retrieval-augmented generation system tailored for enterprise HR operations.
The route was refined through stakeholder evaluation cycles: document chunking and retrieval accuracy were iterated, and strict system prompts kept answers grounded in the supplied vector context.