Now in private beta

Insights on demand.

Agentic layered intelligence

Atrium is an agentic analytics platform that turns your operational data into accurate, queryable intelligence — without writing SQL, waiting on analysts, or trusting an AI to do the math.

Early access. No credit card required.

100%

Deterministic metric engine

< 3s

Query to narrative response

0

SQL written by the AI

1 upload

To get your first answer

The architecture

AI for intent. SQL for truth.

Most AI analytics tools let the model compute your numbers — which means they sometimes get them wrong. Atrium separates the two jobs entirely.

Deterministic metric engine

Every metric is pre-defined: exact SQL expression, data source, valid range. Numbers are computed by BigQuery against your actual data — not estimated, not approximated, not generated by a language model.

LLM as intent router

When you ask a question, the model's only job is to understand what you want and select the right metric definitions. It maps natural language to a structured query — it never touches arithmetic.

Validated before it reaches you

Results pass through guardrail checks — out-of-range values, nulls, and data quality anomalies are caught server-side. You see the narrative only after the numbers have been validated.

Tenant-isolated by design

Each organization gets a dedicated analytics dataset with row-level security enforced at the database layer — not just in application code. Your data is structurally isolated from every other tenant.

How it works

From raw files to accurate answers

01

Upload your data

Drop in Excel or CSV exports from any source — operational reports, benchmark data, financial statements, labor summaries. No reformatting required.

Automatic column mapping and schema validation

02

Atrium structures and loads it

The platform parses your files, maps fields to a standardized schema, validates the data, and loads it into an analytics-ready columnar database partitioned for performance.

BigQuery backend. Pre-calculated derived metrics.

03

Ask anything

Query in plain English. The platform maps your intent to pre-built metric definitions, executes the SQL, validates the result, and returns a narrative built around your exact numbers.

Conversational Q&A, dashboards, automated reports

What you get

The full intelligence stack

Conversational Q&A

Ask questions in plain English and get precise, number-grounded answers. The AI explains what it queried and shows you the SQL it ran.

Live Dashboard

Key metrics across your entire dataset in one view — with trend lines, period comparisons, and performance alerts built in.

Automated Reports

Generate structured intelligence briefs on demand — key findings, metric callouts, and action items — delivered as formatted documents or email.

Metric Library

Every metric is inspectable: exact formula, data source, valid range, and business definition. Edit built-ins or define your own.

Flexible Ingestion

Upload any structured export — Excel, CSV. The parser maps your columns to the schema automatically, and flags anything it can&apos;t resolve.

Query Log

Every question generates auditable SQL. You can inspect exactly what was run against your data, every time, from the query log.

Who it's for

Built for teams who run on data

Atrium is built for teams that run on data — operators, finance leads, and analysts who need accurate answers fast without depending on a data team.

Operations Lead

Portfolio-level performance at a glance. Which units are underperforming? Where is a cost line trending the wrong way? Get the answer without pulling a report.

Finance & Accounting

Analysis without pivot tables. Ask about margins, cost ratios, and budget variances in plain English — get the exact numbers back instantly.

Analyst

Stop formatting spreadsheets. Upload your exports, define your metrics once, and spend your time on insight — not data wrangling.

Get early access

Atrium is in private beta. Join the waitlist and we'll reach out when your spot is ready.