AI Citation Baseline Before Content Production (Onboarding)

AI Citation Baseline Before Content Production (Onboarding)

1. 01

   Pull the client's last 12 months of organic landing page and query data into a single working sheet

   Export from whatever rank tracking and analytics stack the account already runs, then tag each row by topic cluster so the baseline maps to themes rather than individual URLs.

2. 02

   Select three to five anchor topics that carry commercial intent for the client

   Anchor topics should be the queries a buyer would use in the 30 days before contacting the client, not the broad informational terms that inflate traffic reports.

3. 03

   Query each anchor topic in at least two AI answer surfaces and record whether the client brand, a competitor, or neither is named

   Capture the exact answer text and the date. AI answers change between sessions, so a dated screenshot is the only defensible record for a client conversation.

4. 04

   Score each topic on two separate axes: traditional rank position and AI citation presence

   A page ranking third can be absent from AI answers while a page ranking eleventh gets quoted. Treating these as one metric hides the gap the client is paying to close.

5. 05

   Map which competitor domains are being cited and what content format the answer draws from

   Note whether the cited source is a comparison page, a definition, a pricing page, or a review roundup. Format predicts citation more reliably than domain authority alone.

6. 06

   Write the baseline into the client onboarding document with a fixed re-measurement date 90 days out

   State plainly that AI citation is a separate deliverable from ranking. Agencies that blur the two end up defending a metric they never agreed to move.

7. 07

   Flag any anchor topic where the client has no indexable page at all before content work is scheduled

   A citation gap caused by missing content is a production task. A citation gap on an existing strong page is an optimization task. They carry different timelines and different fees.