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One verified model feeds every tool that reads it.

ekai writes each metric once, checks it, and publishes it to Snowflake semantic views and Cortex Agents, and Databricks Genie, with more AI tools coming through ekai MCP.

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Every tool ends up with its own number.

Three tools give three answers.

The same metric means something slightly different in each tool.

Every dashboard has its own revenue.

People argue about whose number is right instead of what to do about it.

Your backlog is reconciliation tickets.

Your team spends its time matching numbers across tools.