[ Case Study · AI knowledge base · Immigration & Relocation ]

Every rule, in one place.

A Thai visa firm's rules were scattered across drives, inboxes and people's heads. Now one hub answers from the documents and logs every change.

32documents unified into one hub
100%of answers traceable to a source
Fullaudit trail on every change
[ 01 / 04 ]·Overview

The problem

Visa and relocation work runs on detail. Requirements shift, rules carry exceptions, and the right answer often sits in a document nobody can find quickly. The firm's knowledge lived in scattered files, old email threads and the memory of whoever had been there longest.

New staff took weeks to get up to speed, and even experienced ones lost time hunting for the current version of a policy. When the source of truth is "ask Sarah," the business doesn't scale, and answers drift.

The system

Flairr built a knowledge hub with a simple UI. Staff upload and store every company document, rule and procedure in one place. Behind it, a retrieval-augmented generation system ingests all of it, so anyone can ask a question in plain language and get an answer drawn straight from the firm's own material.

Where the team wants the AI to answer a certain way, they add FAQs that steer it, no developer involved. The hub becomes the single source of truth the whole company works from.

Guardrails

The hub answers from the uploaded documents alone, so it can't invent a rule or a requirement, and every answer points back to the source it came from. A full audit trail records who uploaded or updated each document, and when, so the firm always knows the provenance of what it relies on.

[ 02 / 04 ]·How it works
How it works

From scattered files to one answer.

  1. [ 01 / 04 ]

    Upload.

    Staff add documents, rules and procedures through the UI. Everything the firm knows lives in one store.

  2. [ 02 / 04 ]

    Ingest.

    The system reads and indexes every document, making the whole knowledge base searchable in plain language.

  3. [ 03 / 04 ]

    Ask.

    Anyone asks a question and gets an answer drawn from the documents, with FAQs steering tricky cases.

  4. [ 04 / 04 ]

    Trace.

    Every answer cites its source, and every upload or edit is logged against the person who made it.

[ 03 / 04 ]·Results

What the firm runs on now.

32

Documents pulled out of drives, inboxes and people's heads into one searchable hub, the single source of truth the whole team works from.

100%

Of answers traceable to a source document. The hub answers from the firm's own material, never an invented rule, with a citation every time.

Full

Audit trail on every change: who uploaded or updated each document, and when. New staff get productive in days, not weeks.

[ 04 / 04 ]·Keep reading
Get started

Where does your knowledge live?

If the answer is "in a few people's heads," the audit maps it in a week. You'll see the projected ROI on paper before anything gets built.