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Ask in plain English. Get validated SQL.

Every question is verified against your schema before execution. Every answer shows its SQL. Nothing leaves the machine.

Plain-English questions, validated SQL

Analysts ask in the language they already speak. TribeBlend generates the SQL, validates it against your schema, and shows the query every time.

Validated before it runs

Every generated query passes a battery of safety checks before execution. Write operations are blocked at the validation layer — read-only by design.

Runs on the analyst's machine

All inference happens on-device. No data leaves your analysts' laptops. No API costs per question. Works offline.

A question becomes a verified answer.

Ask TribeBlend translates your analyst's question into SQL, validates it against your schema, and runs it under the analyst's own Databricks permissions. The generated SQL is always visible.

  • Generated SQL is validated and read-only-enforced before it runs.
  • Results return with the query that produced them.
  • A thumbs-up caches the validated SQL on your machine — same question next time runs instantly, no LLM regeneration.
TribeBlend — Ask

Show me Q3 revenue by region, top first

Generated SQL · validated

read-only
SELECT region,
       SUM(amount) AS revenue
FROM   main.sales.orders
WHERE  fiscal_quarter = 'Q3'
GROUP  BY region
ORDER  BY revenue DESC;

3 rows · 42ms

Cached pattern
RegionRevenue
EMEA€12.4M
North America€8.9M
APAC€4.1M

How answers stay trustworthy.

Three guarantees that buyers ask us to prove during evaluation.

SQL is generated, validated against your schema, and executed under the analyst's own Databricks permissions.

Every answer shows its SQL. Analysts can review, refine, or trust — no black box.

Write operations are blocked at the validation layer. The only things that touch your warehouse are read queries.

+0ms

Verification adds no latency. Every answer is checked against your schema before it leaves the page.

See Ask TribeBlend on your data.

Book a 30-minute evaluation demo. We'll walk through the full workflow on your own Databricks workspace — no install, no signup.