Audit AI Training Preferences Across a Website
Audit AI training preferences across robots.txt, page headers, CDNs, subdomains, and exceptions with a repeatable control register.
Elsa Ji·7 min read·
Article
Practical steps to automate your growth using Topify and turn insights into measurable visibility.
Article (378 posts)
Migrate NoArchive to Microsoft AI Grounding Controls
Migrate NoArchive and NoCache to Microsoft AI training and grounding controls before the 2027 transition deadlines.
Elsa Ji·7 min read·
Preferred Sources Button: Placement, UX, and Measurement
A publisher adds Google's Preferred Sources button to every page and counts clicks as success. The button receives attention, but the team cannot tell whether readers completed the preference flow, whether the placement interrupted reading, or whether any change in Google visibility came from the campaign. More exposure created more data, not necessarily more understanding. […]
Elsa Ji·7 min read·
AI Crawler Pricing: Set Rates Without Blocking Discovery
A publisher enables paid crawler access and immediately faces a number it has never had to set: the price of one successful retrieval. Pageview revenue is an obvious reference, but it does not capture how an AI product may reuse a specialist page, how often a crawler must refresh it, or how easily the buyer […]
Elsa Ji·8 min read·
Measure the Lag From AI Discovery to Citation
A content team updates a page on Monday, sees an AI crawler in its logs on Tuesday, and checks ChatGPT on Wednesday. The answer still cites a competitor, so the team calls the update a failure. That conclusion may be correct, but the timing evidence is not strong enough to support it. A crawler visit, […]
Elsa Ji·8 min read·
AI Crawl Budget: Reduce Waste Without Hiding Useful Pages
A technical SEO team opens its logs and finds thousands of automated requests hitting faceted URLs, stale feeds, thin tag pages, and parameter variants. The same site contains a small set of product, policy, and comparison pages that answer the questions buyers actually ask, yet the team cannot tell whether those pages receive enough attention […]
Elsa Ji·9 min read·
AI Citation Source Diversification: Build a More Resilient Brand Evidence Portfolio
Publishing the same claim on more websites does not create a stronger evidence base. It creates repetition. AI citation source diversification is the practice of making important brand and product claims verifiable through several credible source roles: accurate first-party pages, independent testing, expert explanation, customer experience, standards, and current profiles. The goal is resilience and […]
Elsa Ji·8 min read·
How to Measure AI Citation Lift After a Content Update
A page receives twice as many AI citations after an update. That sounds like lift until the denominator changes. Perhaps the platform began showing more citations overall, a news cycle expanded demand, or one unrelated query generated most of the increase. Measuring AI citation lift requires more than subtracting two counts. The team needs a […]
Elsa Ji·8 min read·
Forms for AI Agents: Design Labels, Validation, and Confirmation Steps That Work
A form can look simple while hiding a long chain of assumptions. The user is expected to infer which fields are required, translate an error code, notice a message far above the viewport, remember what was entered before a reload, and decide whether clicking again will create a duplicate. Browser agents inherit the same ambiguity […]
Elsa Ji·8 min read·
Bing Opportunity Queries: Find AI Search Gaps Without Chasing Every Prompt
An opportunity list can make a content backlog feel scientific while quietly making it worse. A phrase appears with a citation range, a competitor is visible, and the team assumes a new article is required. The missing step is diagnosis. Bing opportunity queries show grounding activity where other sites appear and yours does not, but […]
Elsa Ji·8 min read·
ChatGPT Plugin Directory Optimization: How Brands Get Discovered in ChatGPT and Codex
Launching a plugin does not guarantee that anyone will find it. A team can pass review, publish a polished listing, and still see weak usage because the plugin does not match the language people use when they ask for help. The real problem is not merely directory ranking. Discovery happens across several moments: browsing a […]
Elsa Ji·8 min read·
Google AI Mode Inline Links: How Publishers Can Earn More Clickable Source Placement
An AI answer can mention a topic without giving the source a meaningful path to the reader. That tension has shaped publisher concerns since AI Overviews and AI Mode began changing the search journey. Google is now adjusting the interface. On October 15, 2026, the company said AI Mode inline links would appear more frequently […]
Elsa Ji·7 min read·
