goovo

Theme 05 / 05

Measurement & Growth

Prompt sets, citation share, AI referral traffic, attribution, experiments, and scorecards. Without measurement, GEO is guesswork.

22 articlesHow do we prove GEO works?

Reading order

22 articles
  1. GEO-011Build the Baseline: What Is Your AI Visibility Today?AI visibility is not a screenshot. Build a repeatable monthly baseline: 30 frozen prompts, seven fields, five numbers, and the layer gaps that show what to fix.Issue 01
  2. GEO-012Stop Counting AI Traffic as Direct: An Attribution PrimerAI referrals land in Direct and (not set) because the link in an answer carries no marker you control. Three fixes, one written definition, a monthly reconcile.Issue 01
  3. GEO-023Use Logs to Prove AI Crawlers Actually ArriveVendor crawl reports cover only their own bots. Server logs prove which AI crawlers reached which product pages, on what path, and with what status code.Issue 02
  4. GEO-024Crawl Coverage: The Forgotten GEO MetricCrawl coverage is the first leak in the GEO funnel. Define it by template, verify retrieval crawlers in logs, and interpret flat citation growth.Issue 02
  5. GEO-035Entity Coverage: How Many of Your SKUs Can AI Recognize?Entity coverage measures how many SKUs an assistant can name, describe correctly, and place in a comparison — plus how to sample, score, and fix the gaps.Issue 03
  6. GEO-036How to Measure the Return on Structured DataRich results are a display slot you do not own. Measure structured data on citations, click quality, and orders, with control pages and a time split.Issue 03
  7. GEO-047Scoring Answer Quality Before Using an LLM as JudgeAn LLM judge rewards fluent prose, not correct facts. Five criteria, decidable bands, and a calibration loop that keeps answer-quality scores comparable.Issue 04
  8. GEO-048Content Refresh: What to Change and What to Leave AloneMost old posts do not need a rewrite. Four triggers, fact half-lives, and a change log decide what to correct, what to expand, and what to leave alone.Issue 04
  9. GEO-059Share of Citation: Measuring 'AI Mentioned Me'Mentions, citations, and recommendations are three different receipts. How to compute share of citation per engine, weight prompt groups, and read a flat line.Issue 05
  10. GEO-060From Citation to Checkout: The Conversion Path of Trust EvidenceCitations rose while orders stayed flat. Read branded search, direct visits, and a self-reported source together, count once per order, then swap one asset.Issue 05
  11. GEO-071Shortlist Share: A Metric More Important Than RankRank hides absence. Shortlist share measures how often your brand makes the AI answer's short list, and how to slice, score, and read it by market.Issue 06
  12. GEO-072Comparison Page A/B Tests: Did AI Actually Change Its Answer?A screenshot is one draw, not a result. Freeze the prompts, sample each five times, change only the table, and write the pass line before the test starts.Issue 06
  13. GEO-083Measure by Market: Don't Fool Yourself with Global AveragesA flat global AI-visibility number can hide a market absent from answers for two months. Split denominators, prompts, samples, and currency before allocating.Issue 07
  14. GEO-084Localization ROI: When to StopLocalization is a budget with a payback period. Four inputs, a three-tier stop line, and the German-site downgrade that beats another launch.Issue 07
  15. GEO-095Measuring Off-Site Authority: Mention, Citation, RecommendationOff-site mentions climb while AI's candidate list stalls. Three layers, separate denominators, a five-step log, and a quarter that bought reach, not a reason.Issue 08
  16. GEO-096Attributing PR Campaigns to AI AnswersCoverage and a screenshot can both be true and prove nothing. A pre-launch design for reading PR against AI answers: fixed prompts, a control group, 90 days.Issue 08
  17. GEO-107Measuring Agent Traffic: Sessions, Conversion, and RefundsAgent checkout lands in organic with no session and heavier refunds. Three order-side tags, four margin metrics, and a 90-day table that survives finance.Issue 09
  18. GEO-108Agentic Commerce Experiments: Small Traffic, Real Products, RollbackAn agentic checkout pilot is a fenced experiment, not a launch: one market, twenty live SKUs, a kill switch, and a pass line fixed before the first order.Issue 09
  19. GEO-109Four Layers of AI Visibility: Mention, Citation, Recommendation, ConversionMentions, citations, recommendations, and conversions are four separate verdicts, not one score. A metric dictionary, guardrails, and a fix order for gaps.Issue 10
  20. GEO-110Incrementality Experiments: How to A/B Test GEOA clean GEO split test does not exist: the model owns the assignment. Four designs that survive, a sample-size rule, and a one-page verdict you write first.Issue 10
  21. GEO-131A GEO Scorecard: Six Numbers for ManagementSix numbers a GEO scorecard needs, how each defines its numerator and denominator, and a one-page review that ends in a decision, not a status update.Issue 11
  22. GEO-132Quarterly Review: What to Continue and What to StopMost quarterly reviews produce a status report. The useful output is a stop list: three filters in a fixed order, four verdicts, and one signer per cut.Issue 11

Other themes

04
Strategy & MarketMarket priority, budget, competition, and organization. Decide where to play and how to pay for it before touching a page.Which market first, and is it worth it?Content & SemanticsAnswer units, product titles, attributes, comparisons, and use-case pages. Make the right sentence easy to extract and easy to trust.What should the first paragraph of a PDP say?Technical FoundationCrawling, rendering, structured data, feeds, hreflang, and data pipelines. If AI cannot get in or parse it, content does not matter.What if AI crawlers cannot get in?Authority & Off-siteBrand entities, reviews, UGC, communities, digital PR, and knowledge graphs. What AI trusts is often decided off-site.Why does AI not cite me?