AI Technical SEO Audit: A Worked App Example

An AI technical SEO audit is useful when it turns an observed page problem into a change you can verify. A list of generic suggestions is harder to act on, especially when an AI builder generates public marketing pages and private account screens in the same project.

This worked example uses a fictional app called RecipeBoard. It is an educational exercise, not a VibeShield customer report or a measured traffic result. For the wider process, start with the technical SEO audit guide for AI-built websites.

Set the scope before scanning

RecipeBoard has a public recipe directory at /recipes, public recipe detail pages, and a signed-in account page at /account. Its goal is to help visitors discover published recipes while keeping account data private.

Write down those route types before asking an assistant to “fix SEO.” Otherwise it might apply an indexable title or a public link to every route without understanding the account boundary.

Finding 1: the public directory uses a generic title

Suppose the directory and homepage both use “RecipeBoard App” as their page title. The directory's visible heading also says “Welcome.” These observations do not tell a visitor what is available on the page.

A useful fix request is: “For the public recipe directory, add a distinct title, a short description of the actual directory, and a visible heading that names the recipes. Keep the account route's settings separate.”

The hypothetical result could be a title of “Weeknight Recipes | RecipeBoard,” a heading of “Weeknight recipes,” and a description explaining the directory's filters. Use those words only if the page actually contains that content. A meta description is the page's short HTML summary; Google may choose different text for its search snippet.

After deploying, inspect the page's rendered document head and visible heading. Confirm that the change applies to the directory and that another public route has not inherited the same title unintentionally.

Finding 2: duplicate URLs disagree about the preferred page

Suppose both /recipes/pasta and /recipes/pasta?source=nav display the same recipe. Decide which URL the app should use for navigation, its sitemap, and its canonical link.

A canonical is a signal naming the preferred URL among duplicates. Use a consistent absolute URL in the document head, then check the deployed page. Google can still select a different canonical; see its canonical URL guidance.

For this fictional recipe, the preferred URL would be https://example.com/recipes/pasta. Replace the example domain with your actual public hostname. Do not point every recipe to the homepage, because each recipe has its own useful content.

Finding 3: public and private routes need different treatment

Suppose the sitemap contains /account, while a broad robots rule also blocks the public recipe directory. Fix the sitemap to list the intended public URLs and review the robots rules against those exact paths.

A robots file gives crawler instructions; it is not access control. Private account data needs server-side authentication and authorization. Blocking a crawler also prevents it from seeing a page's noindex instruction, so evaluate those settings together rather than adding both blindly. See Google's robots.txt introduction.

Verify the public directory in a signed-out browser. Verify the account boundary separately with disposable accounts. An SEO audit cannot establish the security of the account API.

Finding 4: the initial load looks slow

Suppose a lab run suggests the directory's main image loads late. Treat that as a lead: inspect the image dimensions, delivery format, and request timing. Change one likely cause and repeat under comparable conditions.

A single browser run is not a real-user Core Web Vitals pass. Core Web Vitals include loading, interaction responsiveness, and visual stability, assessed using field data; see Google's Web Vitals guide. Keep lab observations and field measurements labeled separately.

VibeShield's Bundle Health tool reports measurements from an initial desktop lab load, including LCP, CLS, FCP, and TTFB. It does not measure INP or establish real-user Core Web Vitals compliance.

Verify the fix before judging the outcome

1. Save the audited URL, finding, and intended change.

2. Deploy the change and inspect the same public route again.

3. Repeat the relevant audit and confirm the original observation changed.

4. Use Search Console to inspect Google's crawl and indexing state when data becomes available.

5. Evaluate impressions and clicks over a stated period. A successful technical correction does not guarantee indexing, rankings, or traffic.

For answer-focused page structure, continue with the AEO audit guide. Answer engine optimization means making useful content easier to understand; it does not guarantee selection by an AI answer system.

Run a scoped audit of your own app

Create a free VibeShield account and select SEO & AEO for a public URL. The audit visits a limited number of same-origin public pages according to your plan; it does not audit an entire authenticated application or guarantee search visibility.

Use the evidence to request a focused change from your coding assistant, review its patch, and retest the deployed page. The fictional examples above are a format for that work, not a score or promise for your site.