Visibility Mesh · Academy

The field guide to AI visibility.

Practical, no-fluff writing on making any website legible to AI: structured data, entity recognition, site architecture, and answer-engine readiness. The category, explained by the people measuring it.

Technical foundations Schema & structured data Semantic architecture AEO readiness Authority & entity
Which problems most often keep websites out of search and AI answers?
Both Visibility Mesh studies of 2026 found the same weak spot: the layer of structured facts that tells a machine who a business is and what it sells. We scanned 216 Shopify storefronts on June 28, 2026, and 72 percent of them failed Entity Integrity. They earned less than half of its points. We scored 303 non ecommerce websites in July 2026. Their structured data pillar averaged 35.3 percent of its available points, the lowest of the five pillars. Some websites failed before any of that could be measured. The... Read more...
How do you measure AI visibility?
You can measure four things today. Google reports impressions in AI Overviews and AI Mode, and Microsoft reports citations in Copilot and Bing. Your analytics show visits that arrive from AI assistants. The fourth measure is your own: what assistants say when you ask them the same questions on a schedule. Nobody outside the platforms can see the full set of questions people ask, or why an assistant picked the sources it used. Report the four numbers side by side and do not claim that one caused another. By Margareta... Read more...
Should I buy AI visibility software or hire an agency?
Before you compare dashboards or prices, work out who will change your website, whether that is someone on your team or someone you hire. By Margareta Petrovic, founder of Visibility Mesh, which measures what AI crawlers can read on any website. We published this guide on September 27, 2026. Buy software if your team can make the fixes. If it cannot, hire an agency or a consultant, or a managed service if you want one party to diagnose, change and measure. A report that nobody acts on leaves the website... Read more...
How do I get my website to show up in ChatGPT?
ChatGPT can show and cite your website only if OpenAI's search crawler, OAI-SearchBot, is allowed to fetch it. That means robots.txt has to allow it, and so does your host or CDN. OpenAI's help pages say so, and they add that ChatGPT ranks results on factors OpenAI does not list. Once the crawler gets in, each page has to say plainly what you do. By Margareta Petrovic, founder of Visibility Mesh. I am CISA and CISSP certified, and we measure how readable websites are to AI assistants and publish what... Read more...
Forbes Business Council column: before you buy more traffic, fix the proof
Before You Buy More Traffic, Fix the Proof: The Forbes Column and the Test Behind It
My Forbes Business Council column on why clear, machine readable proof should come before more traffic, the benchmark behind it, and a four question test you can run on your... Read more...
Forbes Business Council column: your storefront looks perfect, AI cannot read it
Your Storefront Looks Perfect. AI Likely Cannot Read It. The Forbes Column and the Study Behind It
My August Forbes Business Council column on why finished looking storefronts are unreadable to AI, the 216 store study it draws on, and what to fix first. Read more...
Forbes Business Council column: the brand visibility mistakes that erode loyalty
The Brand Visibility Mistakes That Erode Loyalty, and How to See Them on Your Own Site
My Forbes Business Council column on the visibility mistakes that quietly cost loyalty, and the two minute check that shows whether your own site is making them. Read more...
Your 90-Day AI Visibility Plan. A Visibility Mesh infographic for ecommerce AI visibility.
Your 90-Day AI Visibility Plan
A realistic 90-day path from invisible to recommended, built bottom up. Foundation, identity, schema, answers, trust, then measure, two weeks at a time. Read more...
Visual Search: Getting Products Found by Image AI. A Visibility Mesh infographic for ecommerce AI visibility.
Visual Search: Getting Products Found by Image AI
AI now reads images and video, not just text. Real photos, descriptive alt text, image schema and captioned video make your products legible to visual search. Read more...
Voice and Conversational Commerce: Buying by Asking. A Visibility Mesh infographic for ecommerce AI visibility.
Voice and Conversational Commerce: Buying by Asking
More buyers shop by asking full questions, spoken or typed. Write the way they ask, answer in one clean sentence, and mark up the FAQ so assistants can read it... Read more...
How to Fix a Thin Product Page. A Visibility Mesh guide for ecommerce AI visibility.
How to Fix a Thin Product Page
A worked before and after, showing which sentences to add and what each one buys you. Read more...
Does AI Visibility Pay Off? The Business Case. A Visibility Mesh infographic for ecommerce AI visibility.
Does AI Visibility Pay Off? The Business Case
AI visibility is mostly upfront work that keeps paying as AI search grows. Here is the plain business case and how to measure the return. Read more...
ChatGPT or Google for Shopping? What Each One Is Better At. A Visibility Mesh guide for ecommerce AI visibility.
ChatGPT or Google for Shopping? What Each One Is Better At
Buyers use both for different jobs. Here is the split, and what it means for a store. Read more...
Your Homepage Is an Answer Source, Not a Billboard. A Visibility Mesh infographic for ecommerce AI visibility.
Your Homepage Is an Answer Source, Not a Billboard
AI often starts at your homepage to figure out who you are. A hero image says nothing. Make it state plainly what you sell, for whom, and why you are... Read more...
How ChatGPT Shopping Works. A Visibility Mesh guide for ecommerce AI visibility.
How ChatGPT Shopping Works
What the assistant sees, what it cannot, and where merchants drop out. Read more...
Product Titles AI Can Parse and Buyers Can Trust. A Visibility Mesh infographic for ecommerce AI visibility.
Product Titles AI Can Parse and Buyers Can Trust
A clever title can hide what a product is. AI needs specific, parseable titles to match you to a question. Here is the formula, without losing your brand voice. Read more...
How to Increase Online Sales Quickly. A Visibility Mesh guide for ecommerce AI visibility.
How to Increase Online Sales Quickly
Only two levers move fast. Here is how to tell which one is available to you. Read more...
Launching AI-Visible: The New Store Checklist. A Visibility Mesh infographic for ecommerce AI visibility.
Launching AI-Visible: The New Store Checklist
A new store can be AI-visible from launch instead of retrofitting later. Here is the checklist in order, from crawl access to entity and trust. Read more...
How to Improve Your Google Ranking. A Visibility Mesh guide for ecommerce AI visibility.
How to Improve Your Google Ranking
Three things move rankings. Here they are in order, plus what changed when answers replaced links. Read more...
Near Me and Local: Getting Found by AI Locally. A Visibility Mesh infographic for ecommerce AI visibility.
Near Me and Local: Getting Found by AI Locally
Many buyer questions are local. Consistent name, address and phone, a complete Google Business profile, and local schema help AI recommend you for near-me queries. Read more...
Is Cloudflare Blocking AI From Reading Your Site?. A Visibility Mesh guide for ecommerce AI visibility.
Is Cloudflare Blocking AI From Reading Your Site?
Cloudflare bot controls can silently block the assistants you want to reach you. How to check. Read more...
Seasonal and Promo Visibility in AI Search. A Visibility Mesh infographic for ecommerce AI visibility.
Seasonal and Promo Visibility in AI Search
Seasonal demand spikes faster than AI re-reads your site. Prepare evergreen seasonal pages early and keep data current so assistants surface your promos in time. Read more...
Squarespace and Wix: Can AI Read Your Site?. A Visibility Mesh guide for ecommerce AI visibility.
Squarespace and Wix: Can AI Read Your Site?
What Squarespace and Wix handle automatically, and the gaps you have to close yourself. Read more...
AI Visibility for Agencies: How to Add It to What You Already Sell. A Visibility Mesh guide for ecommerce AI visibility.
AI Visibility for Agencies: How to Add It to What You Already Sell
A practical guide for agencies adding AI visibility to an existing SEO or ecommerce offer. Read more...