--- title: "Journal — AI visibility & marketing reporting" url: "/blog" canonical_url: "https://crunchjunkie.io/blog" markdown_url: "https://crunchjunkie.io/blog.md" language: "en" type: "page" summary: "Guides and thinking on generative engine optimization (GEO), AI search visibility, and modern agency reporting — from the team building CrunchJunkie." site: "CrunchJunkie" llms_txt: "https://crunchjunkie.io/llms.txt" --- # Journal — AI visibility & marketing reporting Source: https://crunchjunkie.io/blog Journal # Ideas on AI visibility & reporting Guides and thinking on generative engine optimization, AI search visibility, and modern marketing reporting — from the team building CrunchJunkie. [![Timeline of eight dates from 5 to 30 September 2026. For each date it shows the tool ChatGPT called best overall when asked "best AI brand visibility tracking tool": Profound three times, then Peec AI, Ahrefs Brand Radar, Semrush AI Visibility Toolkit, Profound again and Semrush again.](https://crunchjunkie.io/blog/img/ai-tracking-hero-en.webp) AI visibility·11 min ## AI Tracking: How to Track Brand Mentions in AI Search AI tracking: ask ChatGPT, Gemini and Google's AI your buyers' questions, count who gets named. The method, and what tracking our own brand showed. 2 October 2026Read](https://crunchjunkie.io/blog/ai-tracking)[![Scatter plot of 81 German SEO agencies. Horizontal axis: GEO score of the website, from 60 to 100. Vertical axis: number of 633 AI answers that named the agency, from 0 to 200. The dots form no pattern: 34 agencies sit on the zero line at scores between 67 and 96, and the eight agencies with more than 50 mentions are spread between scores of 71 and 96.](https://crunchjunkie.io/blog/img/geo-score-vs-ai-visibility-hero-en.webp) AI visibility·12 min ## Does a GEO score predict AI visibility? We tested ours on 81 agencies. It does not. We ran our GEO audit on 81 German SEO agencies and compared the score with how often four AI engines named them in 633 answers. Results and data to download. 29 September 2026Read](https://crunchjunkie.io/blog/geo-score-vs-ai-visibility-study)[![Three bar charts, one per category, showing the domains AI answer engines cited most often over 90 days. German SEO agencies: ucentric-media.de cited in 345 of 1,033 answers, omr.com 265, onlinesolutionsgroup.de 222. German digital agencies: bvdw.org 428 of 1,302, sortlist.de 236, ibusiness.de 212. AI-visibility tools: otterly.ai 87 of 427, semrush.com 85, tryprofound.com 46. Ranking and directory pages are marked in a darker colour.](https://crunchjunkie.io/blog/img/pages-ai-already-cites-hero.webp) AI visibility·9 min ## Before you write a new page, look at the pages AI already cites. Most of them are somebody else's list. Three categories, 2,762 AI answers over 90 days. In two of them a third of all answers cite one ranking page. Find those pages first, then get on them. 27 September 2026Read](https://crunchjunkie.io/blog/pages-ai-already-cites)[![The Generative AI features report in Google Search Console for crunchjunkie.io, open under Performance in the left navigation. Total impressions 851 across the selected 16-month range, with a daily chart that stays near zero from late June to late August 2026 and then climbs to roughly 65 a day through September.](https://crunchjunkie.io/blog/img/gsc-generative-ai-report-hero.webp) AI visibility·9 min ## Search Console's Generative AI report: what it shows, and the four questions it can't answer Google gave every site a Generative AI report on 31 August 2026. It answers one question well and four not at all. Here is which, and what to read instead. 23 September 2026Read](https://crunchjunkie.io/blog/google-search-console-generative-ai-report)[![Dot-and-range chart of AI visibility for nineteen US GEO agencies measured in two windows with no shared days, 4–8 September (168 answers) and 14–23 September 2026 (90 answers). Each agency has two horizontal margin-of-error bars (95% ranges), one per window, and every pair overlaps; iPullRank and Siege Media sit at the top around 35–39%, NP Digital and Grow and Convert at the bottom near 1%.](https://crunchjunkie.io/blog/img/ai-visibility-noise-vs-signal-two-windows.webp) AI visibility·10 min ## We ran the same AI-visibility study twice. Eight of 19 agencies changed rank. Not one change beats the margin of error. Two windows, no shared days, 19 US agencies, the same engines and questions. Eight changed rank. Not one change is bigger than the margin of error. 23 September 2026Read](https://crunchjunkie.io/blog/ai-visibility-noise-vs-signal)[![Bar chart of the AI crawlers that requested pages on pmax.online in the 30 days to 21 September 2026: ChatGPT-User 1,656 requests, PerplexityBot 1,116, Bytespider 1,017, OAI-SearchBot 1,012, Applebot 887, ClaudeBot 875, Meta-ExternalAgent 843, GPTBot 647, Claude-User 465, Amazonbot 222, GrokBot 202, coloured by whether the crawler builds a search index, answers a user request or collects training data](https://crunchjunkie.io/blog/img/ai-crawlers-visit-your-site-hero-en.webp) AI visibility·12 min ## How to See Which AI Crawlers Visit Your Site (and What They Read) AI crawlers never show up in analytics. Three tested commands for your access log: which bots came, what each one read, and whether it was genuine. On our own site, one in four was fake. 21 September 2026Read](https://crunchjunkie.io/blog/how-to-see-which-ai-crawlers-visit-your-site)[![Bar chart of the eleven German SEO agencies named most often in 713 AI answers from 12 to 20 September 2026: Claneo 31.7%, Aufgesang 28.2%, Seokratie 26.2%, then SEO-Küche at 18.2% down to xpose360 at 11.2%, each with its 95% range](https://crunchjunkie.io/blog/img/seo-agenturen-ki-2026-hero-en.webp) AI visibility·14 min ## Which German SEO agencies AI recommends in 2026, and where it gets that from We put ten buyer questions to ChatGPT, Gemini, Perplexity and Google AI Overviews for nine days and counted which of 109 German SEO agencies the 713 answers named. No submissions, no fees. 19 September 2026Read](https://crunchjunkie.io/blog/german-seo-agencies-ai-recommendations-2026)[![CrunchJunkie Crawl Insights warning card: a firewall is blocking AI crawlers — 11.6% of AI-crawler fetches blocked, 430 of 3,695 returned HTTP 403 or 406, with ByteDance, Amazon, OpenAI, You.com, Anthropic and Perplexity listed as most affected](https://crunchjunkie.io/blog/img/ai-crawler-firewall-block-hero.webp) AI visibility·9 min ## 11.6% of AI Crawler Fetches Hit a Firewall. Here's What That Costs. Fourteen days of real server logs: 3,695 AI-crawler fetches, 430 blocked with HTTP 403/406 — most of them on purpose, 29 of them expensive. How to read your own blocks. 8 September 2026Read](https://crunchjunkie.io/blog/ai-crawlers-blocked-by-firewalls)[![CrunchJunkie competitive overview ranking 19 US GEO agencies by visibility across 198 AI discovery runs, with iPullRank first at 42.9% and Siege Media second at 38.4%](https://crunchjunkie.io/blog/img/geo-agency-ranking-table.webp) AI visibility·14 min ## The best GEO agencies in the US, ranked by how often AI actually recommends them We asked ChatGPT and Claude six buyer questions 198 times over six days and counted which US GEO agencies they named. No submissions, no fees. 8 September 2026Read](https://crunchjunkie.io/blog/best-geo-agencies)[![CrunchJunkie Query fanouts view: 191 of 237 answers exposed the searches they ran, 200 rows shown in the table (its display cap), 70 site: lookups with none targeting crunchjunkie.io, the words the engines added and the sites they looked up directly](https://crunchjunkie.io/blog/img/query-fanouts-hero.webp) AI visibility·10 min ## Query Fan-Outs: the Searches AI Runs Before It Answers You AI engines run their own web searches before answering — and they expose them. 521 captured fan-out queries, what each engine's search style looks like, and how to use yours. 7 September 2026Read](https://crunchjunkie.io/blog/query-fanouts-the-searches-ai-runs)[![Product-page schema audit: Product schema present on 8.8% of pages (3 of 34), Offer/price schema on 8.8%, Review rating on 0%, with a list of product pages missing schema](https://crunchjunkie.io/blog/img/ai-shopping-schema-audit.webp) AI visibility·8 min ## AI Shopping Visibility: Tracking What AI Recommends at Product Level When buyers ask AI what to buy, the answer names products, not just brands. Tracking recommendation rate at SKU level — and the schema audit most product pages fail. 4 September 2026Read](https://crunchjunkie.io/blog/ai-shopping-visibility-product-level)[![Card: same brand, same month — AI Mode 9% of mentions, AI Overviews 4%; Google's two AI surfaces measured separately](https://crunchjunkie.io/blog/img/ai-overviews-vs-ai-mode-hero.webp) AI visibility·8 min ## Tracking Brand Visibility in Google AI Overviews and AI Mode Google's two AI surfaces have no API, no fan-out and different mechanics from ChatGPT. How to measure your brand in both — and what actually moves them. 3 September 2026Read](https://crunchjunkie.io/blog/track-ai-overviews-and-ai-mode-visibility)[![White-label report cover: AI Visibility & Search Performance Report prepared for a client by its agency, carrying the agency's branding](https://crunchjunkie.io/blog/img/white-label-report-cover.webp) Reporting·7 min ## White-Label AI Visibility Reporting: the Agency Line Item How agencies productize AI-visibility tracking under their own brand — what white-label actually covers, per-brand economics from real plan math, and pricing structures that don't invent numbers. 1 September 2026Read](https://crunchjunkie.io/blog/white-label-ai-visibility-reporting)[![Cover and opening section of a client-ready AI Visibility & Search Performance report, prepared white-label by an agency for its client](https://crunchjunkie.io/blog/img/client-ai-report-hero.webp) Reporting·9 min ## How Agencies Report AI Visibility to Clients (With a Real Report) The metrics that survive a client meeting, the ones to leave out, and a page-by-page walk through a real monthly AI-visibility report — white-label, scheduled, honest. 29 August 2026Read](https://crunchjunkie.io/blog/how-agencies-report-ai-visibility-to-clients)[![CrunchJunkie Sources view: the domains AI models cite when answering tracked prompts, with source health showing 150 cited pages, zero dead links and zero retracted citations](https://crunchjunkie.io/blog/img/ai-cited-sources-hero.webp) AI visibility·8 min ## How to Check if AI Chatbots Cite Your Website The manual five-minute check, why a single check misleads, and what proper citation measurement looks like — with real numbers from a live account. 27 August 2026Read](https://crunchjunkie.io/blog/how-to-check-if-ai-cites-your-website)[![Card: Cited in 83 answers, recommended in none — being quoted and being recommended are two different wins that drift apart](https://crunchjunkie.io/blog/img/cited-isnt-named-hero.webp) AI visibility·7 min ## Cited Isn't Named: Why AI Quotes Your Site but Recommends Someone Else Being cited by an AI engine and being recommended by it are two different wins, and they drift apart. How to measure each — and what to fix when they diverge. 25 August 2026Read](https://crunchjunkie.io/blog/cited-isnt-named-ai-search)[![One prompt on the left fanning out into five different answers across five AI engines — the same question producing five different results.](https://crunchjunkie.io/blog/img/why-ai-engines-disagree-hero.webp) AI visibility·8 min ## Ask Five AI Engines About Your Brand, Get Five Answers — Here's What to Measure Instead Five AI engines give five different answers about the same brand, and one engine changes its mind between runs. Here's what to measure instead of a single check. 23 August 2026Read](https://crunchjunkie.io/blog/why-ai-engines-disagree-about-your-brand)[![An AI crawl-insights dashboard for pmax.online over 14 days: 7 providers detected, 108 AI fetches, most active OpenAI at 72.2%, top-3 share 88.9%, user requests 12.0% (13), search & training 82.4% (89), with a 100% verified share-of-fetches bar led by OpenAI](https://crunchjunkie.io/blog/img/crawl-insights-hero.webp) AI visibility·9 min ## The Supply Side of AI Visibility: How to Read Your AI Crawl Logs Your AI crawl logs are the supply side of AI visibility — whether ChatGPT, Perplexity and Claude can even reach your pages. How to read them, with real numbers. 11 August 2026Read](https://crunchjunkie.io/blog/read-your-ai-crawl-logs)[![A GEO audit's competitor AI-crawler access panel comparing how a site's robots.txt stacks up against seven competitors for the crawlers behind ChatGPT, Perplexity, Claude and Google](https://crunchjunkie.io/blog/img/geo-audit-competitor-crawler.webp) AI visibility·8 min ## GEO Audit vs SEO Audit: What's the Difference? SEO audits optimise for ranking; GEO audits optimise for being quoted by AI. Where they overlap, where they diverge, and why in 2026 you need both. 8 August 2026Read](https://crunchjunkie.io/blog/geo-audit-vs-seo-audit)[![A GEO audit score card for pmax.online reading 93 out of 100, band AI-ready, scored across 6 pages, with category scores: AI crawler access 100, content accessibility 92, structured data 76, technical SEO hygiene 100, llms.txt 100](https://crunchjunkie.io/blog/img/geo-audit-hero.webp) AI visibility·12 min ## How to Run a GEO Audit: The Complete 2026 Checklist A step-by-step GEO audit: crawler access, quotable content, schema, llms.txt and agent-readiness — grounded in the research and a 93/100 site that still failed. 8 August 2026Read](https://crunchjunkie.io/blog/how-to-run-a-geo-audit)[![Horizontal bar chart of one brand's AI visibility across nine engines on a single day, from 65.4% on Perplexity down to 1.9% on DeepSeek](https://crunchjunkie.io/blog/img/ai-visibility-nine-engine-spread.webp) AI visibility·11 min ## AI Visibility Metrics: The 12 That Matter (and 5 That Lie) The AI visibility KPIs worth reporting, the ones that mislead, and how many runs it takes to trust a number — 30 days of first-party data across nine engines. 3 August 2026Read](https://crunchjunkie.io/blog/ai-visibility-metrics-that-matter)[![A CrunchJunkie AI-visibility score card reading 26.3% (plus or minus 4.8%), measured over 457 of 1,740 runs — a percentage shown with its sample size and margin of error.](https://crunchjunkie.io/blog/img/ai-visibility-measurement-audit.webp) AI visibility·9 min ## Is Your AI Visibility Data Real? A Reproducible Test Caching and personalisation quietly distort AI-visibility data. A reproducible three-test protocol, with exact prompts, to audit any tool — ours included. 1 August 2026Read](https://crunchjunkie.io/blog/ai-visibility-measurement-audit)[![CrunchJunkie explainer card: an AI-visibility score shown as a bare 39% next to a defensible 39% ± 11%, based on n = 1,842 runs across 9 AI engines.](https://crunchjunkie.io/blog/img/scraping-vs-api-ai-visibility-accuracy.webp) AI visibility·8 min ## Scraping vs API for AI visibility: why sampling wins AI-visibility tools argue scraping vs API. It's the wrong debate — sampling design and an honest margin of error are what make a number accurate. 30 July 2026Read](https://crunchjunkie.io/blog/scraping-vs-api-ai-visibility-accuracy)[![CrunchJunkie AI visibility dashboard showing overall visibility, average position, sentiment and share of voice across AI models](https://crunchjunkie.io/blog/img/ai-visibility-overview-dashboard.webp) AI visibility·8 min ## What strategies improve brand visibility in AI search engines? Everyone's talking about AI visibility. Here's what to actually do about it. Discover CrunchJunkie's 6 strategies to improve brand visibility in AI search. 21 July 2026Read](https://crunchjunkie.io/blog/improve-brand-visibility-ai-search-engines)[![Two line charts for one brand over five weeks: AI visibility rising from 31% to 35% while website sessions fall from 458 to 245](https://crunchjunkie.io/blog/img/ai-visibility-vs-sessions.webp) AI visibility·7 min ## AI Visibility Up, Traffic Down: a Real 5-Week Case Study A luxury brand's AI visibility climbed for five straight weeks while website sessions fell from 458 to 245. What every dashboard missed — and the number that caught it. 20 July 2026Read](https://crunchjunkie.io/blog/ai-search-visibility-metrics-kpis)[![AI visibility dashboard showing the four core metrics — visibility, average position, sentiment and share of voice — across nine AI engines, each with its sample size](https://crunchjunkie.io/blog/img/ai-visibility-overview-dashboard.webp) AI visibility·14 min ## The best AI search monitoring tools in 2026: an honest buyer's guide A verified, no-hype comparison of the tools that track how your brand shows up in ChatGPT, Perplexity, Gemini, Claude, Copilot and Google AI Overviews — with real entry prices, the per-engine add-ons most guides leave out, and how to choose. 9 July 2026Read](https://crunchjunkie.io/blog/best-ai-search-monitoring-tools-2026)[![Card: two tools, one client question — 'is it working?' — AI visibility next to Google Ads and GA4 in one report](https://crunchjunkie.io/blog/img/ai-visibility-meets-reporting-hero.webp) Reporting·5 min ## AI visibility meets marketing reporting: the agency stack for 2026 AI-search visibility and marketing reporting have lived in separate tools. Here's why bringing them into one report is becoming the agency standard — and what it looks like in practice. 7 July 2026Read](https://crunchjunkie.io/blog/ai-visibility-meets-marketing-reporting)[![Card: SEO got you ranked, GEO gets you recommended — Generative Engine Optimization in plain language](https://crunchjunkie.io/blog/img/what-is-geo-hero.webp) AI visibility·6 min ## What is Generative Engine Optimization (GEO), and why should agencies care? GEO is the practice of getting your brand recommended by AI assistants like ChatGPT, Gemini and Perplexity. Here's what it is, how it differs from SEO, and how to measure it. 7 July 2026Read](https://crunchjunkie.io/blog/what-is-generative-engine-optimization)