Ask your agent.Get numbers your team can trust.

Monomer is an analytics workspace for your team’s AI agents. Connect Claude or Codex to your warehouse, and they define metrics, run queries, and build dashboards from definitions your whole team shares.

Get started free

Free during the public beta. Sign in with Google; no card needed. No warehouse yet? Start with sample data.

“What was net revenue last week?”
  • Mina via Claude$1.24M
  • Sam via Codex$1.24M
  • Alex in Explore$1.24M

One Net Revenue definition

Agents

Warehouses

  • Snowflake
  • BigQuery
  • Databricks
  • Redshift
  • PostgreSQL
  • Trino

More agents shouldn’t mean more versions of revenue

When every chat writes its own SQL, your team ends up reconciling answers. Monomer gives every agent and teammate the same metric definitions, and shows every run they make.

One definition behind every answer

Define Net Revenue once. When teammates query it from Claude, Codex, or Explore, every answer uses that definition.

See every run, and who started it

Overview shows what each teammate’s agent is running right now. Runs and changes by people and their agents record the person and the app they used.

Bring the agent you already use

Connect Claude or Codex with OAuth sign-in, or follow a guide for another MCP client. Your agent acts as you, with your role.

Review dashboard changes in a draft

Agents edit dashboards in a shared draft. See what changed, who changed it, and through which app, then apply or discard.

Share results in Pages

Collect dashboards and documents in Pages. Share the current results or a link that always opens the latest, and refresh dashboards on a schedule.

Watch Codex build a dashboard from scratch

Codex connects through MCP, defines a semantic model and metrics on sample commerce data, then builds an interactive dashboard on them.

Silent recording on sample data.

From your warehouse to a shared answer

Set it up once. After that, your agents do the work and your team checks it.

01 · Your warehouse

Connect your warehouse

Add Snowflake, BigQuery, Databricks, Redshift, PostgreSQL, or Trino with a dedicated read-only account. Choose which tables to load into Catalog so people and agents can find them.

Add a warehouse connection

02 · Shared definitions

Model your data

Ask your agent to describe tables as semantic models and define metrics, or do it in the app. Check a definition against Catalog, then run a query to confirm the numbers.

Define a metric

03 · Your agents

Ask and explore

Query metrics, or run SQL when no metric fits yet. Explore shows each result as a table, or a chart for metric queries, with its SQL and the run that produced it.

Query metrics

Agents get your access, never more

Each agent signs in as a person on your team. Monomer checks that person’s role on every request.

Read about security

OAuth sign-in

Agents sign in through your browser. There are no API keys to copy.

Sealed credentials

Warehouse credentials are encrypted and never returned to people or agents.

AWS US East

Monomer hosts application data in N. Virginia.

  • Agent connections expire 30 days after approval
  • Revoke your agent connections at once
  • Only an Owner, in the web app, can turn on public Pages
  • HTTPS to the app and API, TLS to the database

Questions teams ask first

Can I try Monomer without a warehouse?

Yes. On your Workspace’s Overview, choose Explore sample data. Monomer sets up Acme Cloud (sample), a fictional SaaS company with shared metrics and four dashboards. Its data is read-only, and you can still build dashboards and edit metrics with your agent. Connect your own warehouse when you’re ready.

Start with sample data
What data does Monomer store?

Catalog stores table and column metadata, not your tables. Queries run in your warehouse with the connection’s account, and Monomer stores their results so your team can open them; Explore results can be opened for 3 days after each run. Monomer hosts application data on AWS in US East.

Where your data lives
Does Monomer run its own AI model?

No. Your agent does the reasoning in its own app, such as Claude or Codex. Monomer gives it your team’s definitions and data through MCP, and records what it does.

Which agents can I connect?

Monomer sign-in is verified with Claude, Claude Code, and Codex. Cursor and VS Code have setup guides, but Monomer sign-in is not yet verified with them. Your own programs can use the Agent REST API.

Connect an agent
What if no metric fits my question?

People with the Explorer role or higher, and their agents, can query your warehouse with SQL. When an answer is worth keeping, define it as a metric so everyone gets the same number.

Who can change a metric?

Editors and Owners, and the agents they connect. Each change shows who made it and through which app, and the metric’s history keeps earlier versions.

Do we have to replace our BI tool?

No. Monomer connects to your warehouse through its own connection, so you can start with one metric alongside the tools you use today.

Will it add to our warehouse bill?

Queries run in your warehouse and count toward its usage. Monomer runs at most 8 queries at once per Workspace and stops any query after 1 hour.

See the beta limits
What does it cost?

Monomer is free during the public beta, within the beta limits. We’ll announce pricing, with notice, before the beta ends.

Pricing

A silent recording: Codex uses Monomer through MCP to define a semantic model and metrics on sample commerce data, then builds an interactive dashboard on them.

Start with one shared metric

Free during the public beta. Bring your warehouse and the agent you already use.