Products Benefits Who it's for Atlas Changelog
Phase 2
NL -> SQL
Safe by default

Analytics Engine

Ask questions, ship answers.

Analytics Engine connects to your SQL sources, understands their schemas, and generates safe queries in response to natural-language questions, with provenance and guardrails baked in.

The Interface

From English to SQL

Stop waiting for the data team to write basic queries. Product managers and executives can ask questions in plain English and get verified, read-only SQL queries generated instantly.

  • Instant Translation
  • Schema-Aware Accuracy
  • 100% Read-Only Execution
Run preview Read-only
Question
"How did weekly active teams and support tickets move after the last release?"
Generated query (excerpt)
select week, active_teams, ticket_count from product_metrics where week between :start and :end...

Platform Capabilities

Data sources

Connect SQL first

Start with Postgres/MySQL and grow into enterprise data warehouses and SaaS sources as your needs scale.

Schema & safety

Annotate & protect

Annotate tables, mark PII, define strict allowlists, and keep all generated queries completely read-only and bounded.

Output

Answers with provenance

Return narrative answers, table previews, and the underlying SQL query so humans can inspect, verify, and reuse.

Who it serves

Product & Data

Ask questions in natural language and get data-backed answers with the actual SQL attached.

Analytics Engineers

Define secure connections, semantic annotations, and safe defaults that everyone else builds on.

Security & Compliance

Enforce strictly read-only, comprehensively logged, and policy-aligned access to sensitive data.

Start querying your data safely.

Deploy Analytics Engine and give your team access to answers.