The query engine

One question. Any warehouse. One answer.

TableAI understands which table and which system your question is really about, then runs the query and structures the result. No SQL required, no data team in the loop for ad-hoc requests.

TableAI data flow: question input routes to warehouse, returns structured table
How it works

From plain question to structured query

Each step in the pipeline is purpose-built for accuracy across multi-source warehouse environments.

NL input

Plain question in any phrasing

Intent parsing

Ambiguity resolved, entities extracted

Schema lookup

Relevant tables identified across connected sources

Result table

Typed, sortable, exportable output

Result format

Every answer is a table you can use immediately

Sort, export, share, or route to Slack. The result format is consistent whether your question spans one source or four.

Data handling

Read-only access. Your data stays yours.

TableAI is designed with a clear principle: access only what is needed to answer the question, and keep nothing afterward.

Read-only connections

TableAI connects to your warehouse with read-only credentials. No write access is requested or used at any point in the query flow.

No data retained

Query results pass through TableAI's pipeline and are delivered to you. Warehouse row data is not stored on TableAI infrastructure.

Encrypted credentials

Warehouse credentials are encrypted at rest and in transit. Connection strings are never logged or included in query telemetry.