AI Visibility Audit: 12 GEO Checks
A practical AI visibility audit checklist for turning vague GEO concerns into a page-level fix list, citation-gap map, and measurement plan.
The journal
Field notes on Google Ads, measurement and AI-assisted marketing systems — written from real accounts, not theory.
A practical AI visibility audit checklist for turning vague GEO concerns into a page-level fix list, citation-gap map, and measurement plan.
LinkedIn does not publish the precise weights of its content ranking model. What you can do is design posts for the depth signals you can observe — reading time, meaningful comments, saves, and sends — instead of chasing surface reactions. This article is an editorial framework for writing posts that earn those signals, not an algorithm leak.
A source-aware Google Ads AI-agent testing framework for validating recommendations before they change tracking, budgets, final URLs, feeds, scripts, or reporting.
A practical SMB Google Ads audit checklist for finding tracking issues, budget leaks, query mismatch, landing page problems, automation risks, and reporting gaps.
Starting June 15, 2026, Google Analytics will transition to using Consent Mode (within Google Ads) as the single control for data — so a misconfigured consent state on that day quietly degrades Google Ads conversion reporting. Use this pre-flight checklist to test consent routing, tag behaviour, GA4 events, landing-page tracking and the BigQuery backup before any budget moves.
A source-aware guide to ChatGPT Ads CPM, CPC, early beta numbers, targeting caveats, and first-test budget planning without fake benchmarks.
Starting June 1, 2026, Google Ads keeps hourly, daily and weekly reporting data for 37 months, monthly, quarterly and annual data for 11 years, and reach and frequency metrics for 3 years (policy verbatim). After that, the data is no longer accessible via the Google Ads interface or APIs. Build a calm export habit now — Google Ads Scripts or the API into Sheets or BigQuery — before any reporting baseline you depend on ages out.
On May 5, 2026, OpenAI announced a beta self-serve Ads Manager for ChatGPT with CPC bidding alongside CPM. Treat your first campaign as a controlled test, not a growth claim: prepare the landing page, the offer and the measurement plan, pick CPC or CPM deliberately, keep budgets small, and use OpenAI’s Conversions API or pixel for post-click events. This tutorial walks the workflow without inventing benchmarks.
On June 3, 2026, Google announced Search Generative AI performance reports inside Search Console, covering AI Overviews, AI Mode and Discover AI surfaces. Google is rolling them out to a subset of sites first, and the same data still lives in the overall performance report. The new report shows impressions, pages, countries, devices (Search only) and dates — useful for visibility baselining, not for proving traffic loss.
A post-deadline Consent Mode and Google Ads measurement checklist for accounts that still need validation after June 15, 2026.