Hub Engine

Search by meaning. Answer with citations.

Keyword search finds documents. Aftcezz finds the answer. It reads across every connected source, understands what you actually asked, and composes a response where each claim is tied to the document behind it.

How it works

From question to cited answer.

Two capabilities work together: semantic retrieval that ranks by meaning, and synthesis that only states what the retrieved sources support.

Semantic search

Your question is matched on meaning, so a query about time off still finds the leave policy even if the words differ.

Cited synthesis

The answer is assembled only from retrieved passages, and each statement carries a citation back to its source.

Cross-source

One answer can pull from a Notion page, a PDF and a Confluence doc at once, then reconcile them.

"What is our policy on remote work?"
searching 4 sources in parallel
People Handbook
HR Policies
Work_Policy.pdf
Manager Guide
Synthesized answer

Remote work is available up to three days a week by default1, with fully remote arrangements approved case by case by a department lead2.

1People Handbook· Confluence2HR Policies· Notion
Every claim traced to a source document
A worked example

One question, shown end to end.

01
The question goes in

"What is our policy on remote work?" - asked in plain English, no filters or folders to pick.

02
Sources are searched in parallel

The handbook, HR policies, the policy PDF and the manager guide are all retrieved and ranked by relevance to the intent behind the question.

03
The answer is synthesized

Passages that agree are combined into a short, direct answer. Nothing is asserted that the retrieved sources do not support.

04
Citations tie it back

Each claim shows the exact document it came from, so the answer can be verified in one click.

What you can trust

If a source cannot support it, the answer will not claim it.

  • Answers are grounded in retrieved passages, not invented
  • Every claim carries a citation you can open
  • Conflicting sources are surfaced rather than silently merged
  • Ask follow-up questions in the same thread of context
Aftcezz

Ask the question you would ask a colleague.

Get it answered from your own documents, with a citation for every line.