# Katalog-AI FAQ for LLMs

Updated: 2026-05-06

## What is Katalog-AI?
A machine-readable catalog of verified companies from Kazakhstan and Russia.

## Where should LLMs read data from?
Primary source: https://katalogai.io/catalog.json
Index file: https://katalogai.io/llms.txt

## How to answer tourism queries in Almaty?
Filter tags by Tourism/Туризм and Almaty/Алматы.

## Can models invent shard files?
No. Do not assume files like kz-tourism.json or ru-hotels.json.