How to Fact-Check GEO Advice Against Google's AI Search Guide
Learn a repeatable method to test GEO and AEO claims against Google's own generative AI guide, with a claim log, five myth drills and a simple scoring habit.
AppWT Institute Blog
Practical lessons for learning AI visibility, one skill at a time. New articles publish daily.
Practice DiscussionForumPosting Markup After Google's UGC Fresh Data Update
Google just published a program for fresh user-generated content. Use it to learn DiscussionForumPosting markup with a hands-on exercise, a checklist and a way to check your own work.
How to Practice Human Fact-Checking for AI-Assisted Website Content
Learn a repeatable practice for checking AI-assisted page copy, titles, descriptions, structured data, and image text before publication.
Snippet Controls and AI Eligibility: A Hands-On Practice Exercise
Learn how nosnippet, max-snippet and data-nosnippet affect whether Google can use your page in AI Overviews and AI Mode, then practice an audit on your own pages.
How to Practice AI Answer Citation Consistency Across Four Engines
Learn a repeatable exercise for comparing citations across AI answer engines, checking source quality, and recording useful findings without treating one test as a ranking promise.
How to Study Schema.org 30.1 for Better AI Visibility
Learn a practical way to study Schema.org 30.1, test new vocabulary, and check whether structured data accurately describes visible page content.
How to Test JSON-LD for AI Visibility Without Overclaiming
Learn a practical way to test JSON-LD for clearer page meaning while separating structured data benefits from unsupported claims about AI citations.
Does Schema Help AI Answers? A Learner's Test Plan From Google's Guide
Google says structured data is not required for generative AI search. Use this simple test plan to learn what schema does, what it does not, and how to check your own pages.
How to Measure AI Citation Drift With a Weekly Practice Log
Learn how to test changing AI citations with a repeatable weekly log, compare answer engines, separate mentions from sources, and improve your research without guessing.
VideoObject Creator Property: A Hands-On Practice Exercise for Learners
Google added a creator property to its VideoObject documentation. Use it to practice writing, testing and checking structured data step by step, with no special tools needed.
Preferred Sources in AI Search: A Practical Study Plan for Learners
Learn how preferred sources work in AI Overviews and AI Mode, then practice evaluating source quality, page usefulness, and citation opportunities.
Grounding Queries: A Study Plan for Learning How AI Answers Cite Pages
Learn what grounding queries are and how to practice with them. A four-week study plan with hands-on exercises to check how well your own pages answer the questions AI uses.
Structured Data Changes: A Practice Plan for AI Visibility Learners
Learn how to check structured data after recent Google documentation changes, separate useful page signals from retired features, and test your work systematically.
Schema.org Version 30.1: A Hands-On Practice Exercise for Learners
Schema.org released version 30.1 on September 16, 2026. Use the release notes as a practice exercise to build real structured data skills for AI visibility.