HR and people teams
Leave, benefits, travel and expense questions answered from the current handbook.
Enterprise Knowledge AI and RAG
Policies, manuals, contracts and help articles are full of answers people cannot find. We build AI search and knowledge assistants that read your approved content, answer in plain language, show where each answer came from, and only reveal what each person is allowed to see.
Can a contractor access the client portal, and who approves it?
Yes, with a time-limited account. Access must be approved by the project lead and IT security, and is reviewed every 30 days.
Answered only from documents this user is permitted to read
Retrieval augmented generation, explained
With RAG, the AI first searches your approved documents for relevant passages, then writes an answer using only those passages. That is what makes citations and permission checks possible.
1. Connect sources
SharePoint, Drive, wikis, PDFs, help centre
2. Prepare and index
Split into passages, tag owner and access
3. Ask
A person asks in their own words
4. Retrieve with permissions
Only passages this person may see
5. Answer with citations
Plain-language answer, linked sources
6. Evaluate
Test sets, feedback and source gaps
Where knowledge AI helps
The best first project is a team that answers repetitive questions from documents that already exist. These are the patterns we see most often.
Leave, benefits, travel and expense questions answered from the current handbook.
Agents find the right answer and article in seconds, with the source to share.
Product specs, pricing rules and approved messaging at a sales rep's fingertips.
Staff check the correct procedure before they act, with the clause cited.
Manuals and troubleshooting guides searchable on a phone, on site.
One search box across scattered drives and wikis, ranked by meaning, not just keywords.
Example use cases, not client deployments.
Content readiness
Tick what is true for the content you have in mind. Nothing is sent anywhere; it shows where a project would start.
0 of 5 in place
Start with a content clean-up: pick one trusted source and retire outdated copies. We can help map it.
A good fit for a pilot on one team's documents, fixing gaps as the assistant reveals them.
Ready for a production design with permissions, citations and an evaluation set.
Accuracy and testing
RAG reduces made-up answers; it does not remove them. These controls are built in from the first version.
Real questions with agreed correct answers, rerun after every change.
Every answer links the passages it used, so people can check.
When sources do not cover a question, the assistant says so.
Thumbs-down answers become test cases and content fixes.
Where it lives
A knowledge assistant nobody opens is wasted. We place it inside the tools your team uses every day, signed in with the accounts they already have.
Questions
Start with one team
Tell us which documents and systems hold the answers, who needs them and any security requirements. We will suggest a scoped pilot and how to measure it.