10 guides
AI search generated a large amount of advice very quickly, and a lot of it was published before anyone could test it. The guides in this cluster try to separate the parts that are documented by the platforms from the parts that are inference.
What is documented is narrower than the advice suggests. Structured data can make a page eligible for certain result types; eligibility is not selection, and Google removes support for result types periodically. llms.txt is read by some AI systems and explicitly not used by Google, which makes it cheap to publish and dishonest to sell as a lever. Content in server-rendered HTML is more reliably available to crawlers than content assembled by client-side JavaScript, and that has been true for a long time.
What is not documented is why any specific answer cited any specific source, and no one outside those systems can tell you. Anything written with confidence about citation mechanics, including anything here, is a description of observed patterns rather than of the rules.
The practical throughline is that content which answers a question directly, in HTML, with something in it the other sources do not have, is the part that survives every change to how results are assembled. The rest is hygiene worth doing and not worth overclaiming.
How we source, date, and correct what we publish is written up in our editorial and evidence policy.
PandaCodeGen builds from $1,500 at a fixed price agreed before work starts, has no minimum project size, and the source code, design files and production accounts are yours at the end.
Topic introduction written by Hassan Jamal, Lead Engineer, from the scoping and handover work behind these guides. How claims here are sourced, dated and corrected is set out in our editorial policy.
Published Aug 28Updated 2026-08-3115 min read
First-party Search Console data on how AI visibility is actually distributed across a corpus, what the Generative AI report can and cannot tell you, and why an impression is not the same as being mentioned.
Published Jun 19Updated 2026-08-2918 min read
A dated review of the Agentic Browsing checks shown in the audit snapshot, what was scored, what was marked not applicable, and why no technical score guarantees AI inclusion or sales.
Published Aug 18Updated 2026-08-1911 min read
First-party data from a founder-affiliated store. 760 orders, $271,620.61, and a per-assistant breakdown of what ChatGPT, Claude, Perplexity, Gemini and Google AI Overview actually produced.
Published May 18Updated 2026-08-1920 min read
An evidence-led AEO playbook for crawlability, useful content, structured data, measurement, and AI-search eligibility without citation guarantees.
Published Apr 9Updated 2026-08-1915 min read
Google has confirmed 39 ranking updates since November 2021, 16 of them core updates. The full dated register from Google's own dashboard, plus how to tell whether one actually hit your site.
Published Feb 15Updated 2026-08-1911 min read
Compare intent, content, crawlability, internal links, reputation, page experience and first-party search data without blaming a CMS or promising rankings.
Published Mar 9Updated 2026-08-1910 min read
How Core Web Vitals fit within page experience, how to separate field and lab evidence, and why performance does not map to a fixed ranking or revenue outcome.
Published Jul 12Updated 2026-08-1910 min read
Current Lovable apps support SSR or crawler pre-rendering. Diagnose publishing, indexing, canonicals, metadata, content and Search Console before proposing a rebuild.
Published Jul 16Updated 2026-08-1324 min read
A source-linked map of 23 AI-search, rendering, structured-data, and web-performance terms, including what each term does and does not prove.
Published Jun 3Updated 2026-08-018 min read
A site migration can change crawling, indexing and ranking signals. Reduce avoidable risk with a URL inventory, relevant redirects, rendered checks, cutover controls and Search Console monitoring.
These guides describe the decision. If you have made it and want the work scoped against your own site, the commercial terms, acceptance criteria, and exclusions are on one page.
See the editorial policy