Chat with data

Drop raw data. Walk away with knowledge you can talk to.

Messy files go in. Queryable SQL, a knowledge graph, and a guided wiki come out. Then you just ask.

raw filessuper pipelineknowledgeeverything inside your perimeter
0plus · chat with data0 external calls
analyst
ما هو إجمالي المبيعات حسب المنطقة هذا الربع؟
0plus
Sales by region this quarter: Riyadh leads at 38%, up 6 points on the last quarter. The full SQL and lineage are in the tabs above.
raw_filessales_cleansales_cleansales_starengine: in-perimeter
-- generated in-perimeter. never leaves.
SELECT region,
       SUM(amount)                    AS total_sales,
       RANK() OVER (ORDER BY SUM(amount) DESC) AS rk
FROM   sales_star
WHERE  quarter = '2026-Q2'
GROUP  BY region
ORDER  BY total_sales DESC;
dialect: ansi sqlruntime: 0.4s localegress: none
raw_filesxlsx · pdfsales_cleanvalidatedsales_staranswer sourcequality: 98.7%answer, auditedevery read, transform, and decision is traceable
lineage: sales_star ← raw_files0 external calls

How messy files become answers.

Drop the files

Spreadsheets, exports, PDFs, and Arabic documents, in any state. No preparation needed on your side.

xlsxcsvpdfdocx

Clean and relate

The super pipeline fixes formats, removes duplicates, validates quality, and discovers how your tables relate to each other.

Three shapes of knowledge

The result lands as queryable SQL for analysts, a knowledge graph for relationships, and a guided wiki for everyone else.

sql warehouseknowledge graphguided wiki

Chat and decide

Ask in Arabic or English and walk decision paths. Every answer opens into its SQL and its lineage, so trust is built in.

Answers that show their work.

A chat you can't verify is a liability. Every reply carries the query it ran, the tables it touched, and the language you asked in.

The exact SQL

One tap opens the generated query, ready to copy into your warehouse or hand to an analyst.

SELECT region, SUM(amount)
FROM sales_star GROUP BY region;

The full lineage

From the raw file to the answer, every transform is named and traceable in the audit log.

raw_filessales_cleansales_cleansales_starsales_staranswer

Your language, either way

Ask in Arabic, read in English, or the other way around. Regional terminology is understood, not transliterated.

ما أعلى المناطق نموًا؟top regions by growth

Start from zero. Expose nothing.

Show us one high-value use case. We will turn it into a governed, Arabic-first data workflow that runs entirely inside your environment.

external calls to public AI, by design.
verifiable at the network layer

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