Structured Data Needs Verified Facts, Not Guesses
Structured data only helps when the facts are verified. Before adding schema, confirm domains, locations, social profiles, service pages, and form behavior.
ai-visibility
9 Local Business Search articles tagged with this topic.
Authority Pages Beat Competitor Copying
Competitor research should not turn into copying. The better move is building authority pages that answer more buyer questions than the competitor ever did.
Customer-Facing Pages Should Not Show the Strategy
A website can be built for SEO, AI search, conversion, and authority without telling visitors about the strategy. Buyers need answers, not behind-the-scenes labels.
Manufacturing Websites Need Specs, Not Slogans
Manufacturing websites often hide the details buyers and AI systems need. Specs, materials, tolerances, examples, and quote workflows beat vague marketing copy.
We Ran a Real GEO Audit. The Score Was 56/100. Here's What That Means.
A real Generative Engine Optimization audit across four dimensions — technical, citability, schema, and brand. Here's what the scores actually revealed and what to do about them.
What a 4-Dimensional AI Visibility Audit Actually Looks Like
Most GEO audits are a checklist. A real audit measures four distinct dimensions — and which one is weakest tells you more about a site than the total score does.
The Google vs. Everyone Else GEO Problem
Google says llms.txt isn't required for AI Overviews. ClaudeBot can't render JavaScript. Perplexity and ChatGPT both use llms.txt. Here's why optimizing for the hardest crawler covers everything.
From 35 to 93: What Actually Moves Structured Data Scores for Local Businesses
Most local businesses have one schema type and call it done. Here's what it looks like to go from a skeleton structured data setup to a complete machine-readable identity layer — and why 58 points of improvement matters for AI visibility.
Wikidata: The Free AI Citation Multiplier Nobody Told Local Businesses About
ChatGPT references Wikipedia or Wikidata in nearly half its responses. Most local businesses don't exist there. Here's how to fix that in 20 minutes.