AI visibility and classic SEO: what overlaps and what differs

Classic SEO and AI visibility share the same foundation: a public website that humans and machines can parse. Titles, headings, internal links, and accurate contact details still matter. What changed is the interface. Many people now ask questions in chat widgets and assistants before they click a blue link. Repkit measures whether your public evidence supports those questions, without pretending to control every assistant's ranking formula or quoting ChatGPT on your behalf.

Traditional SEO often tracks keywords, backlinks, and rich results in search engines. AI visibility asks whether a stranger — human or model — could answer "What do they do?", "Where do they work?", and "How do I enquire?" from your homepage alone. Repkit bands reflect that emphasis: clarity of offer, crawler guidance, and contact trust signals, shown with evidence rather than a black-box assistant quote.

Search console impressions and assistant mentions are not the same metric. Repkit deliberately does not invent traffic numbers or promise positions. It shows the checks and evidence from your live page. If you need campaign analytics, keep your existing SEO tools; use Repkit as the honesty pass on public copy and discovery files before you pay for ads or retainers.

Technical SEO fixes — speed, mobile layout, canonical tags — still help. Repkit is not a Lighthouse report, but it will notice if titles are missing or if robots.txt blocks the whole site. Fix blockers first, then refine wording. A fast site that says nothing about scope still scores poorly on clarity, and assistants will still struggle to summarise you fairly.

Content strategies diverge when teams chase vague "AI keywords." Repkit's guides recommend writing concrete service lists, areas, credentials, and enquiry steps. That helps search snippets and assistant summaries alike. Long generic blogs without location or offer detail help neither, because both search and assistants need anchor facts on the pages you control.

Structured data remains useful when it mirrors visible text. Repkit lists schema types it detects, but it will still flag a page that hides prices behind vague marketing language. Mark up what you show; do not mark up what you wish were true, and reconcile JSON-LD with footer copy when both appear in the fetch.

Link building and PR sit outside Repkit's crawl. They still influence who hears your name. AI visibility work on your site makes sure that when attention arrives, the landing page confirms the promise made in the email or podcast, rather than contradicting it with vague scope or outdated hours copied from an old footer.

Agencies may sell both SEO retainers and "AI packages." Repkit compares cleanly because it productises the baseline read: public HTML, robots.txt, sitemap, llms.txt. You can hand findings to any agency or keep them in-house. Pricing on Repkit is a free URL check plus a £29 one-off PDF plan when you want a written checklist from your review.

Brand searches blur the lines. When someone types your exact name, search engines may show your site, social profiles, and reviews together. Assistants may do something similar. AI visibility work still matters for misspellings and generic prompts because they rely on structured public copy on your site, not on fame alone.

International businesses should be explicit about which country a page describes. Repkit's review note reminds you that findings come from public fetches, not from asking an assistant. Run the free check before and after substantive edits — the diff in findings is your shared language between SEO specialists and owners today, and proof that AI visibility work is mostly public-page hygiene done well.