An AI assistant for internal policies
An AI assistant that answers staff questions about internal policies, so answers are quick and consistent.
Demo build for a fictional company (Kenanga Tech)

- Timeline
- Nov 2026
- Result
- Policy answers with sources, without waiting for HR
- Tools
- PythonFlaskOpenRouter (Claude)RAG
What was slowing things down
Staff kept asking HR the same questions about leave, claims, hybrid work and overtime, even though the answers were already in the handbook.
The handbook was long and spread over several documents, so finding the right rule took time, and answers given from memory weren't always consistent.
What was built
An AI assistant searches the company's own policy documents and answers only from what it finds, in English or Malay. Every fact is cited, and one click opens the policy with the exact section highlighted, so staff can check the source themselves.
It follows the conversation, so follow-up questions like "how many in total then?" combine earlier facts with new ones. If the handbook doesn't cover a question, it says so and points staff to HR instead of guessing.
The system, step by step
- 01
Staff asks
Types a policy question in plain words
- 02
Handbook searched
The relevant policy sections are found
- 03
Answer with sources
Replies only from those sections, with citations
- 04
Check the policy
One click opens the exact section
- 6
- policy documents searchable in one place
- 2
- languages: English and Malay
- 1
- click from any answer to its source
A closer look
Tell me what eats your week.
One message is enough. I'll reply with how it could be automated.