GURUProduct scenarios
Kazakhstan Data Lab
This is a set of short routes over public collections, not a slide deck with pre-written answers. It shows the data used, the fragments found, and where to verify the result.
Data is loaded from the current Janus.Guru public registry. The numbers and sources on this page are not marketing placeholders.
Scenario 01 · Regional analysis
Compare two regions before writing a brief
Choose two regions: the map and indicators update. Janus.Guru shows the supporting fragments so a numerical slice is not mistaken for a complete conclusion.
Map indicators are a reference slice from QazGeo. Check the date and primary statistical source before publication.
Source route
Run a scenario to see fragments from the current collection.
Scenario 02 · Find a provision
From an everyday question to a specific article
Choose a topic. Retrieval searches the Russian and Kazakh layers of the constitutional collection and returns articles and explanatory material rather than a free paraphrase.
Which article of the Constitution protects freedom of speech?
Source route
Run a scenario to see fragments from the current collection.
Scenario 03 · Trace a public position
Find the primary source behind a public statement
The Qaz.Vision collection connects a topic with a date, author, document, and external primary source. This separates a quotation from a summary.
What did Tokayev say about the budget?
This public collection is currently Russian-language. Open the document and check its original context.
Source route
Run a scenario to see fragments from the current collection.
Scenario 04 · Document navigator
The regulatory collection is temporarily unavailable
Public access can open only after independent review of the official projection, control questions, and a rollback receipt.
Only the Tax Code route remains in this demo. Retrieval is not legal or tax advice.
The regulatory collection is temporarily unavailable
Public access can open only after independent review of the official projection, control questions, and a rollback receipt.
Tax Code 2025
Find the controlling provision before moving to a full explanation.
What is a tax obligation?
Source route
Run a scenario to see fragments from the current collection.
Working result
Bring evidence from different scenarios into one table
Add documents found above. The table shows the question, collection, and evidence; open the primary source before use.
| Question | Collection | Evidence | Status |
|---|---|---|---|
| Nothing added yet. Run a scenario and move the evidence here. | |||
What these demonstrations actually show
- The collection is visibleThe user sees the selected set, its language, and its current registry volume.
- Retrieval is separate from generationYou can inspect what was found before asking the model to formulate an answer.
- Limits stay visibleReference metrics, source language, and manual review requirements sit beside the result.
Janus.Guru
Need this demonstration over your own documents?
One collection and 30–50 control questions are enough for a pilot. We show successful answers and where the data is still insufficient.