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AI Products You Can Run Yourself.

Three products from our team, from private analytics workspaces to prompt screening and plain-language data queries.

Text2MQL Agent answering a question with a bar chart of top merchants by spend.
01

Text2MQL

Ask your transaction data in plain language.

Query MongoDB in English or Chinese and get answers with charts, with every query open to inspect.

Guardrails dashboard with totals for analysed, blocked, and flagged prompts and a prompt analysis form.
02

Guardrails

Screen every prompt before it reaches your LLM.

Catches jailbreaks and prompt injection by meaning, then allows, blocks, or routes each prompt to human review.

Strata workspace overview showing status, tables, scheduled flows, and recent queries.
03

Strata

Private analytics workspaces on your own hardware.

Give every analyst an isolated notebook, catalog, and storage bucket, all managed from one portal.

Products
How It Works

Use one product, or fit it to your business with our team.

Each product works on its own. If you need it connected to your data, systems, or workflow, we scope an engagement around it — nothing more, nothing less.

Explore our services
Singa Lab · Enterprise AI

Ready to build your AI stack?

Tell us your challenge. We'll tell you which product fits — and what it takes to put it to work.