Write an evidence-first SEO audit prompt for an AI agent
Scope an AI-assisted search audit so the answer includes source data, limits and a manageable next action.
An effective audit prompt specifies the property, period and decision you need to make. Ask for evidence and uncertainty before recommendations. A long list of generic SEO tactics is less useful than one reproducible finding tied to a page and a reader problem.
Work through it, step by step.
Tell the agent which connected property to use and request the latest complete reporting window. Require it to confirm the account and dates before analysis.
Ask for the pages contributing the largest meaningful change and the relevant query evidence. Request source labels, row limits and missing-data notes.
Require a small recommendation set with a hypothesis, supporting numbers and an alternative explanation. Make any external change a separate reviewed action.
Make it concrete.
Example prompt: “For this verified property, compare the last two complete 28-day windows. Find three page-level investigations, show the supporting query evidence, and explain what the data cannot establish.”
What to keep in mind.
An agent can misinterpret a partial report or turn correlation into a cause. A confident narrative is not a substitute for returned evidence.
Your next useful step.
Connect through Liftaven’s authenticated MCP endpoint and inspect the resulting report references. Use the answer to choose the next investigation, then verify before changing the site.
Working with this in Liftaven
Choose a single business question before requesting data. Write down the accounts, dates and definitions that make the answer reproducible. Liftaven provides the reporting workspace and authenticated MCP access; decisions and changes remain with you.
Explore the AI workflowSources & context
This note combines original practical guidance with the reporting references below. Follow provider documentation for current definitions and availability; suggested investigations are not guarantees of a particular result.