Schema for AI search: How to identify and prioritize entity gaps
Schema markup does more than power rich results. Build a knowledge graph, assess entity coverage, and find gaps in AI understanding.
Schema markup does more than power rich results. Build a knowledge graph, assess entity coverage, and find gaps in AI understanding.
Canel worked at Microsoft for about 30 years and was responsible for indexing, Bing Webmaster Tools, IndexNow and the foundation of Bing Search.
AI systems label and score content before ranking. Annotation determines how you’re understood — and whether you compete at all.
See how AI systems process content through five entry modes — and why relying on crawling alone limits visibility, speed, and revenue
Schema won’t guarantee citations, but it helps AI understand entities. Here’s how to use structured data for clarity and cleaner extraction.
The annotation, recruitment, grounding, display, and won gates determine which content AI engines trust and recommend. Here’s how it works.
SEO rarely has universal answers. From schema to domain age and 404s, context determines what actually impacts rankings and visibility.
Where do AI systems lose confidence in your content? Discovery, selection, crawling, rendering, and indexing hold the answer.
AI recommendations are decided upstream. Understand the 10-gate pipeline, where brands fail, and how small improvements compound.
Incomplete terminology leads to incomplete strategy. Here’s a clearer framework for optimizing when AI systems recommend and act.
Cloudflare will auto-convert HTML to Markdown for AI crawlers, cutting tokens by 80% — but it may encourage cloaking.
This is a heated debate now, but it seems that the major search engines are not recommending this "strategy."
AI search sentiment is positive, but consistency isn’t. Data shows why volatility – not acronyms – is the real risk.
Why AI search advice spreads without proof, how to evaluate GEO claims, and which recommendations actually stand up to scrutiny.
Duplicate or similar content on your site makes it hard for AI search engines to interpret your intent signals.
Learn the multi-speed approach that strengthens entity identity, builds algorithmic confidence, and boosts visibility in AI-powered results.
Gary Illyes from Google also admitted "the change is hard to accept nonetheless."
Bing catches up to Google, letting you block content from snippets and AI answers without impacting page ranking or visibility in search.
Google's Elizabeth Reid says AI Overviews drive 'higher-quality clicks' as many publishers watch organic traffic decline.
Fabrice Canel confirmed that Microsoft does use schema markup to help its LLMs learn and understand.
AI-powered search is reshaping SEO, but traditional tactics still hold power. Here's how to optimize for both AI and search engines.
Key trends in AI, personalization, search optimization, and tech to deliver consistent, impactful brand experiences.
Actionable insights for optimizing your digital presence across search engines, AI platforms and emerging technological ecosystems.
This comes after Google removed the cache link in February.
Insights into today’s SEO landscape, from the value of brand authority to the SERPs' evolution and why AI-powered search demands new skills.
Discover the concept of the “perfect click” and learn how to optimize your content to become the ideal candidate for user conversions.
Google's Shashi Thakur tells us that users love AI Overviews and click on links. But he has no stats to share at this moment to prove that.
Google and Bing both encourage sites to include accurate lastmod dates within sitemap files.
John Mueller said, "At some point, I'm sure we'll remove it," referring to the disavow link tool in Google Search Console.
This comes after Google Search officially dropped its cache link a couple of months go.
It was one of the biggest years of change in search and SEO history. A recap of Google SGE, ranking revelations, Bing Chat and more.
This utilizes NOCACHE and NOARCHIVE tag and more features may come in the future.
After about a decade, Bing has decided to sunset the disavow link because it is no longer needed.
You can filter by web and chat combined, you can filter by news, images, videos and even knowledge panels.
You can’t trust search engine bots to find all your URLs. Give them a guide with your XML sitemap. Learn the SEO benefits here.
We will soon be able to see how much visibility and traffic Bing Chat is sending our web sites.
Make sure to rerun any scripts you have that may be missing data from the Bing Webmaster Tools API.
SEO is evolving as it always has, maybe a little faster lately. Learn to leverage AI appropriately, and you can stay ahead of the game.
Microsoft said they will be adding reporting and tools to Bing Webmaster Tools to help publishers understand how Bing Chat users interact with their sites.
After a couple years of testing, Microsoft has now stopped using the old BingBot user agent.