AI product sites have a specific crawlability problem: the interesting parts are usually behind a login. Dashboards, generated results, and user-specific data don't get indexed, which means your public-facing pages carry the entire SEO burden. That's fine — but only if those public pages are technically solid.
The crawlability gap
Most AI product sites are heavily JavaScript-rendered, login-gated at the interesting pages, or have thin public landing pages that don't convey what the product actually does. Crawlers and AI systems can only work with what they can fetch unauthenticated as HTML.
The solution is to invest in public-facing content — documentation, use case pages, feature pages — that captures your product's value proposition in crawlable HTML. Every key feature should have a public, indexable page with a stable URL. If a feature only exists inside the app, it effectively doesn't exist for search or AI discovery purposes.
Title and description tags
Title tags should follow a [Feature or Topic] | [Brand] pattern, and they
need to stay under 60 characters to avoid truncation in search results. A
truncated title loses the brand name, which is usually the most trusted part
of the string.
Meta descriptions should be under 160 characters and written as a benefit statement rather than a feature list. For AI products specifically, the description should answer two questions: what does the tool do, and who is it for? Don't duplicate titles or descriptions across pages — each page needs unique metadata, or crawlers treat the site as low-quality.
Canonical URLs
Use absolute canonical URLs everywhere: https://example.com/feature, not
/feature. Relative canonicals can resolve incorrectly when pages are
syndicated, cached at a CDN edge, or fetched by an AI agent that constructs
its own base URL.
Your canonical URL needs to match your sitemap entry and any llms.txt
reference exactly — same scheme, same subdomain, same trailing slash
behavior. If you support both www. and non-www., pick one and 301 the
other permanently. Trailing slash consistency is equally important: choose
/feature or /feature/ and enforce it at the server level, not just in
templates.
Internal linking
Every important page should be reachable from at least two other pages via
<a href> links — not JavaScript navigation, not dynamic routing that
only resolves client-side. Navigation links, footer links, and in-content
contextual links all count toward this threshold.
Anchor text matters. Read the API reference is meaningful; click here
is not. Descriptive anchor text helps crawlers understand the topical
relationship between pages and gives them the vocabulary to classify the
destination page correctly.
Public documentation
Documentation is the highest-leverage SEO surface for AI products: it's high-intent, keyword-rich, technically authoritative, and cited heavily by AI assistants answering developer questions.
Serve docs at a stable path on your canonical origin (e.g., /docs/) rather
than a subdomain like docs.example.com, unless that subdomain is in your
sitemap and explicitly linked from the main site. Subdomains are treated as
separate sites by most crawlers — consolidating on the canonical origin pools
all link equity in one place.
Every doc page needs a canonical URL, a unique title tag, a meta description,
and Article or TechArticle schema with dateModified set accurately.
Update dateModified when you revise documentation — AI systems use it to
judge citation confidence, and stale docs get deprioritized for freshness-
sensitive queries.
Crawl budget and site health
Search bots and AI crawlers have a crawl budget — a limited number of requests they'll make to your origin before moving on. Pagination URLs, filter variants, and query parameter duplicates eat into that budget without adding indexable value.
For query parameters like ?ref=twitter or ?utm_source=newsletter that
don't change the page content, add a canonical tag pointing to the clean URL.
This tells crawlers the parameter variants aren't distinct pages and
concentrates crawl attention on the canonical version.
Avoid soft 404s — pages that return HTTP 200 but display "not found" or empty content. They confuse crawlers and inflate your apparent page count while contributing nothing indexable. Keep your sitemap accurate: a sitemap that lists URLs returning 404 is a signal of low site health and reduces crawler trust in your other URLs.
Verify before shipping
Run isitready.dev on your canonical origin to get a scored technical SEO report — it checks metadata coverage, canonical consistency, crawlability signals, and structured data in one pass. The report surfaces the specific pages with missing or duplicate metadata, not just a site-level summary.