Stop wondering which number is right.
Switchboard builds your semantic layer: one place where every metric is defined, in plain English. Dashboards, reports, and the built-in AI read from the same definitions, so they give the same answer.
The same answer everywhere
Every metric has one definition. Change it in one place and everything downstream follows.
Fast to stand up
Shopify, subscriptions, ad platforms, CRM: standard models built from years of doing this work by hand.
Plain English
Definitions you can read and challenge, not code only an analyst can parse.
Every metric, defined once.
Ask three tools for last month's revenue and you can get three answers, each with its own idea of what revenue means. In Switchboard there's one definition, and everything reads it.
That includes the built-in AI, Operator. It runs on your definitions, not raw tables, which is a big part of why its answers hold up.
See how the answers hold upAlready modeled for the tools you run. Shaped to you when standard isn't enough.
Connect Shopify and the Shopify model is already built: orders, customers, subscriptions, the dashboards to match. Day one comes with working reports instead of a blank screen.
And when standard doesn't fit, our engineers extend the same models as deep as you need: three storefronts reporting as one business, market tiers parsed from campaign names, COGS from a spreadsheet.
Add the column your sources don't have.
Describe the column in a prompt and AI fills it in as a real column in your model.
Bring us the number that never matches.
Senior data engineers build your semantic layer in weekly sprints, sitting with finance, ops, and growth to pin down each definition. The same team keeps it current as the business changes.
Book a demoOne set of numbers for the whole company.
Book a demo. We'll walk through a sample Switchboard instance and show how your business gets modeled.