AI 资讯
How to Run a 12-Surface AI Visibility Audit on Any B2B Brand
AI-generated answers now influence B2B buying decisions at the top of the funnel. Buyers use ChatGPT, Perplexity, Claude and Gemini to shortlist vendors before they ever visit a website. Which means the question "where does my brand actually appear in AI-generated answers?" is now a critical GTM intelligence question. Most brands don't know the answer. This post gives you the methodology to find out. What an AI visibility audit is — and isn't An AI visibility audit is not a technical SEO audit. You're not looking for broken links, page speed issues, or crawl errors (though those matter for a related reason). You're auditing citation density — how frequently and authoritatively your brand appears across the specific sources that LLMs draw from when generating recommendations. Those sources break down into 12 distinct surfaces. A brand can score 9/10 on one surface and 1/10 on eleven others — and the aggregate result is a brand that appears for some queries and not others in ways that seem inexplicable but are structurally predictable. The goal of this audit is to make that structure visible. The 12 surfaces — quick reference Before diving into the methodology, here's the full surface map: # Surface Primary platforms 1 AI Interfaces ChatGPT, Perplexity, Gemini, Claude, Copilot 2 Search + AI Search Google AI Overviews, Bing Copilot, Perplexity Search 3 Reviews + Reputation G2, Clutch, Capterra, industry-specific platforms 4 Earned Media + Publishers Trade press, business press, analyst reports 5 Owned Content + Website Brand site, blog, schema markup, answer-object pages 6 Technical + Developer GitHub, dev.to, Stack Overflow, Hacker News 7 Social + Authority LinkedIn, executive publishing, award citations 8 Data + Knowledge Graphs Wikipedia, Wikidata, Crunchbase, ZoomInfo 9 Marketplaces + Ecosystems Clutch category pages, Agency Spotter, partner directories 10 Case Studies + Proof Published case studies, award wins, client outcomes 11 Community + Q&A Reddit, Quora, Lin
AI 资讯
Server-Side Tracking on Shopify Plus: GTM + Stape (2026)
Server-side tracking on Shopify Plus is no longer optional in 2026. Browser-side analytics tags now miss around 30-40% of conversion events on Safari, Firefox, and ad-blocked sessions when ITP, consent rejection, and ad-blockers combine, and the server-side fix — a GTM server container or an equivalent gateway — is the difference between a usable Meta CAPI feed and a reporting hole that quietly tanks your paid-media ROAS. Why browser-side pixels broke first The structural decay started years ago and accelerated through 2025. Safari's Intelligent Tracking Prevention caps JavaScript-set first-party cookies (anything set via document.cookie ) at 7 days, and 24 hours when the URL carries a tracking parameter like fbclid or gclid . Server-set first-party cookies sent via the HTTPS Set-Cookie header can still persist up to 400 days, unless the cookie's host resolves through a CNAME to a third-party — then ITP collapses that lifetime back to 7 days. Combine that with Firefox Enhanced Tracking Protection (around 5-8% of UK desktop traffic), ad-blockers (around 30-35% adoption on desktop), and consent-management platform rejection (typically 20-40% of EU sessions), and a typical Shopify Plus storefront ships measurable signal for only 60-70% of real purchase events. We have audited stores where a server-side migration recovered around 28% of attributed purchases inside the first 7 days of switchover — not because the conversions stopped happening, but because the browser layer stopped reliably reporting them. What a server-side gateway actually does A server-side tracking gateway intercepts the event between the storefront and the destination platform (Meta, Google Ads, TikTok, etc.) and re-emits it from your domain. The browser still fires a lightweight web-side ping, but the heavy payload — order ID, customer hash, line items, value — travels server-to-server. Cookies stay first-party because the request originates from your own subdomain. The destination platform sees a c