Strategy is easy to talk about and hard to act on, so here is a concrete audit you can run on your own site in a few focused hours. It walks through the specific things that determine whether AI systems can find, understand, and cite you, in roughly the order I work through them on a real engagement. Nothing here requires exotic tools. It requires attention and a willingness to look https://knoxsiny719.capitaljays.com/posts/structured-data-and-schema-that-ai-systems-actually-read at your site the way a machine does.
Step one: build your prompt set and test current standing
Write thirty real questions a prospect would ask an assistant about what you do. Run each through ChatGPT, Perplexity, and Gemini, and record whether you appear, who does, and what gets quoted. This baseline takes an hour or two and immediately shows where you stand. You cannot judge improvement later without it, so resist the urge to skip straight to fixes.
Step two: check that you are an extractable source
Open your top ten pages and read the first sentence under each heading. Does it answer the heading's implied question directly and completely, or does it ramble toward the answer? Are key sentences self-contained, or do they depend on surrounding context? Flag every section that buries or fragments its answer. This is usually where the biggest, cheapest gains hide.
Step three: validate your structured data
Run your important pages through a schema validator. Confirm you have Organization or LocalBusiness on the homepage, Article with real authors and dates on posts, and FAQPage where you answer questions. Check that the schema matches what is actually on the page, no phantom prices or questions. Fix mismatches first, because inaccurate schema is worse than none.
Step four: audit your entity consistency
Search your business name and look at how you appear across directories, review sites, and profiles. Is the name identical everywhere? The address, the category, the services? List every inconsistency. Confirm your homepage schema includes sameAs links to your verified profiles. Contradictions across the web are the quiet reason entities fail to resolve, and they are tedious but straightforward to clean up.
Step five: assess off-site presence and technical health
Tally where the web mentions you beyond your own domain, and in what contexts. Thin presence is a strategic gap to address with digital PR, not a one-day fix, but you need to see it. Then check the fundamentals: page speed, mobile rendering, crawlability, whether critical content renders without JavaScript, and whether you are accidentally blocking AI crawlers in robots.txt. These technical items are pass-or-fail gates for being considered at all.
Step six: prioritize and schedule the next pass
You will finish with a list longer than you can do at once. Rank it: quick structural rewrites and schema fixes first, entity cleanup next, off-site presence as an ongoing program. Put a date on re-running the prompt set so you measure whether the work moved anything. Atomic Design runs this exact audit for clients and turns the findings into a prioritized roadmap across content, schema, entity, and off-site work, then re-tests on a fixed cadence. The checklist is not complicated, which is the point: the advantage goes to whoever actually runs it and acts on what they find.