Workspace · Data & baseline
Plug in the warehouse. Skip the spreadsheet.
Connect a client database read-only. Celeredge fetches the data that matters, maps it to the industry ontology, and runs an AI baseline that reasons over the real numbers.

Read-only connections
Connect Snowflake, Postgres and more. Access is read-only at both connection and query time — your data stays put.
Mapped to KPIs
Raw columns are matched to the industry ontology's KPIs, so technical fields become metrics a partner recognises.
Grounded baseline
The AI baseline reasons over actual values — and cites the views it pulled from, with the data's "as of" date.
From baseline to what-if
The data doesn't stop at a dashboard.
Once your data is connected, the same foundation powers causal analysis — discover the real drivers of a KPI and simulate the impact of changing them.
- "Ask the data" in plain language, with generated SQL you can inspect
- Charts and notebook analyses with proper citations
- One connection feeds baseline, causal and the report

Bring a dataset. See a grounded baseline.
We'll connect it live and let the AI reason over your real numbers.