Glasp one URL per video before AEO rewrite
Collapse duplicate video page URLs into one canonical page before asking AI search tools to learn from the corpus.
Why this can grow a startup
Duplicate URLs split the evidence. Search engines and AI search tools can see two pages with the same substance and still have to decide which one represents the answer. Glasp's AEO treatment started by consolidating slug-based and video-ID-based URL patterns into one canonical URL per video. That is a practical first move because it makes the rest of the work easier to measure and easier to crawl. For a founder, the lesson is simple: do not rewrite thousands of pages while the same answer exists at several addresses. Ian's practical read: when a platform scales across markets, messy identity shows up everywhere. The page, the creator, the product, and the answer all need one stable home before distribution can compound.
Company example
In its January 2026 AEO treatment, Glasp consolidated duplicate slug-based and video-ID-based YouTube Q&A URLs into one canonical URL per video.
Source and metric
Source: arXiv: Glasp AEO natural experiment · Browse arXiv: Glasp AEO natural experiment tactics
The Glasp study reports a treated/control level increase of 1.82x for ChatGPT referrals after the bundled treatment, with Google indexation preserved.
When to use it
Use this when AI Search, SEO, Technical SEO is relevant to canonical URL, duplicate content, AEO cleanup and you can run a bounded test with a low budget.
When not to use it
Do not use it as a substitute for customer evidence, a clear owner, or a measurable stop condition. Local platform rules and market behavior still need checking.
Founder checklist
- Read arXiv: Glasp AEO natural experiment and identify what is directly supported.
- Choose one channel context: AI Search, SEO, Technical SEO.
- Define the test around The Glasp study reports a treated/control level increase of 1.82x for ChatGPT referrals after the bundled treatment, with Google indexation preserved..
- Set an owner, evidence window, and stop condition before launch.
Explore the context
Apply this with an operator
Turn isolated search tactics into a crawlable visibility system tied to demand and proof.