GEO: What the Research Says About AI Search
What academic studies, practitioner data, and platform research say about AI citations — updated with the August 2026 ChatGPT retrieval shift.
Read More111 articles
What academic studies, practitioner data, and platform research say about AI citations — updated with the August 2026 ChatGPT retrieval shift.
Read MoreMost small businesses never check whether they have organic search demand in a language they don't serve. Here's how to find that signal and act on it.
Read MoreWhat WCAG 2.1 AA, the ADA, and the Rehabilitation Act actually require for video and podcast captions, and what it costs to skip them.
Read MoreYou know your customers better than any writer would. Here is the actual fix for AI-generated content that sounds generic, and it has nothing to do with talent.
Read MoreWhy AI tools confidently state wrong facts, what the research says causes it, and how to verify AI-generated content before you publish it.
Read MoreA solo operator needs no AI governance rules. Hire one person and that changes. A lightweight framework for teams of 2-5, adapted from Copper Sun's guide for larger teams.
Read MoreSubject line testing usually assumes a big list and a real A/B testing tool. Here is a framework that works with a small list and a chat window.
Read MoreBrassTranscripts built a public research index and a data-backed stats roundup instead of another vendor accuracy claim. Here's what the sources actually say.
Read MoreA folder of old podcast episodes, customer calls, and webinars is not a content pipeline problem. It's a triage problem. Here's how to sort it.
Read MoreBrand memory is a persistent store of a business's voice, facts, and positioning that AI tools draw from instead of starting cold. Here's the concept, plainly explained.
Read MoreBrassTranscripts runs a 150-plus-post blog. Here's a Brass-SEO reader's map to the parts on marketing, compliance, technical SEO, and content.
Read MoreA free, low-tech version of the brand memory layer concept: one maintained document that keeps any AI tool writing in your voice, updated quarterly.
Read MoreCoppersun.io traced sporadic publishing to per-piece overhead, not fading ambition. Here's the framework applied to a solo content calendar.
Read MoreOnce you know a page needs a refresh, here is the mechanical part: pairing the old page with current search results and using AI to find what actually changed.
Read MoreBrass-SEO's curated index of coppersun.io's blog: 21 posts on solo marketing, AI citation, brand memory, craft, and responsible AI use.
Read MoreAI drafts are a starting point, not a finished piece. A curated editing checklist for closing the gap between what the model wrote and what's worth publishing.
Read MoreBrassTranscripts, Brass-SEO's sister product, maintains a free MIT-licensed library of 122 AI prompts for turning transcripts into articles, summaries, and more.
Read MoreA customer interview, transcribed, is raw material for Google Ads copy that sounds like an actual buyer. Here's the extraction framework and how to run it yourself.
Read MoreHuman-in-the-loop gets used as vague reassurance in AI marketing. Here's the actual governance model, its checkpoints, and how it applies to Brass-SEO's chat.
Read MoreA walkthrough of Copper Sun AI's three-phase campaign workflow, from kickoff to FAQ content, and a candid look at what a workflow like this can't do.
Read MoreThe interview is the skill behind every good sales-call teardown or ad-copy swipe file. Here's how BrassTranscripts' guide says to actually run one.
Read MoreBrassTranscripts published a guide on turning customer interviews into Microsoft Ads copy. Here's what's genuinely platform-specific, and what carries over from Google Ads.
Read MoreRecording calls for later transcription? Consent laws vary by state. A plain-English look at one-party vs. two-party consent, and why this isn't legal advice.
Read MoreBrassTranscripts published research on why Reddit ads written in real customer language beat polished copy, and where that language has to come from.
Read MoreRepurposing audio usually means running a transcript through AI once and pasting the output as-is. Here's why that fails, and where the real fixes live.
Read MoreMost GEO advice cites no sources. Coppersun.io's Research Center collects four real papers on AI citation. Here is what each one found.
Read MoreCRM notes are a summary, filtered through what a rep remembered. A full call transcript keeps the objections, questions, and exact language a summary loses.
Read MoreCoppersun.io argues SEO and GEO split on a list versus a synthesized answer. Read against Brass-SEO's own GEO framework, here's what holds up.
Read MoreA six-criterion checklist for judging whether AI-drafted email copy is actually good, with a worked before/after example you can apply today.
Read MoreA one-time document — your voice, audience, and positioning — that keeps every AI tool you use writing like your business instead of a generic one.
Read MoreCoppersun.io ranked six content formats by AI citability. See what it found, how it matches Brass-SEO's own capsule rule, and a before/after to copy today.
Read MoreBrassTranscripts analyzed 580 real transcription jobs: durations, speakers, file formats, and pricing. First-party production data, not a survey.
Read MoreA synthesized checklist covering security, consent law, accuracy research, and pricing for evaluating any transcription vendor before you upload a file.
Read MoreCopper Sun's sister site studied why AI names one brand and skips another. Here's what it found, and how the Brass-SEO AI Citability audit checks for it.
Read MoreMultilingual SEO looks like it needs a translation budget and a content team. The real blocker is smaller: nobody checks whether the demand exists first.
Read MoreFinding dead links on relevant sites and offering your content as the fix converts better than cold outreach because you're solving a real problem first.
Read MoreCategory pages rank for the searches that actually drive traffic, yet most e-commerce sites leave them as a bare product grid. Here's what to fix.
Read MoreGoogle has said directly that heading count and keyword-stuffed H2s don't move rankings. Here's what H1-H6 structure actually does, and why it still matters.
Read MoreAdding more internal links isn't a strategy. Here's the framework for deciding which pages should send link equity to which, and why.
Read MoreA brand-new site has no Google Search Console history and no budget for paid tools. Here is a four-step keyword research process that needs neither.
Read MoreDeleting an out-of-stock product page throws away rankings, reviews, and backlinks. Here's the decision tree for what to do instead, and how to update your schema correctly.
Read MoreProduct schema puts price, availability, and star ratings directly in your search listing. Here's what to add, what to skip, and how to avoid a manual action.
Read MoreWhat a topic cluster is, why unstructured blogs lose to clustered ones on competitive topics, and how to map pillar and cluster pages from scratch.
Read MoreEight ready-to-use AI prompts for content decay, refresh-or-delete decisions, pruning, and keyword cannibalization on an aging site.
Read MoreAI engines cite the page they can quote without being wrong. Our boundary-content GEO play on sibling product BrassCoders — and what we skipped.
Read MoreAI engines skip pages not because they rank badly, but because they can't quote them without being wrong. The citation-safety rule, and the one SEO problem Brass-SEO can't fix.
Read MoreCutting dead pages can raise the ones that remain. What to prune, what to keep, and how to remove pages without losing link equity.
Read MoreA keyword with 90 searches can out-earn one with 9,000. The difference is intent. How to tier your keywords by buyer intent and target the ones that pay.
Read MoreTwo of your pages target the same query and split each other's authority. How to find keyword cannibalization in GSC and fix it by merge or canonical.
Read MoreEvery aging page has one of four fates. One flowchart, driven by GSC data, turns a vague clean up the blog into a clear per-page verdict.
Read MoreGreat pages don't stay great. A repeatable twice-a-year cycle for revisiting your winners before competitors overtake them, driven by GSC data.
Read MoreOnly about 14% of AI Mode citations overlap with AI Overview citations. They're two separate targets. Here's why, and how to win both.
Read More58% of shoppers now use AI for product recommendations. Here's how an AI agent decides what to suggest, and how to make sure your products qualify.
Read MoreQuotations lift AI citation 41%, statistics 32%, sources 30%, fluency 28%. The four levers that move the needle, with the research and the fix for each.
Read MoreGoogle weighs who wrote your content. Here is how author bylines, bios, and Person schema feed E-E-A-T, and the pages where they matter most.
Read MoreHow AI shopping assistants source product info in 2026, what makes a product page extractable by an AI agent, and a checklist to get your products surfaced.
Read MoreFeatured Snippets still appear for many queries, and the content that wins them is the same content AI search cites. Here is how to win one.
Read MoreHow Google discovers and ranks your images: filenames, alt text, captions, file formats, compression, lazy loading, and image sitemaps explained.
Read MoreHow to earn search visibility for videos hosted on your own site: VideoObject schema, video sitemaps, thumbnails, transcripts, and page-speed tradeoffs.
Read MoreGoogle's Helpful Content System was integrated into core ranking in March 2024. Most coverage predates that change. Here's what the primary documentation says about HCS now.
Read MoreA five-step content pipeline that cuts a 2,500-word blog post from 8 hours to 90 minutes. Uses Brass-SEO + ChatGPT/Claude + IndexNow. No quality loss.
Read MoreGhost ships with stronger built-in SEO than most platforms. The gaps are narrower than you'd think. Here's what Ghost handles and what it leaves to you.
Read MoreGoogle Discover sends millions of visitors a month to featured articles. Here's what gets featured, why, and how to make your content eligible.
Read MoreMost real estate agents rely on MLS-powered IDX sites for organic traffic. Those sites don't rank for the queries that win clients. Here's what to build instead.
Read MoreCoaches and course creators compete on trust, not keywords. Here's the SEO setup that builds authority, ranks the offer pages, and converts cold traffic.
Read MoreMost law firm SEO advice is blog-heavy. The pages that actually win clients are different: practice area, location, and attorney profile. Here's what each one needs.
Read MorePlumbers, electricians, HVAC techs, roofers — the SEO playbook is the same. Local-first, service pages by type, reviews as the moat. Here's the full setup.
Read MoreThree button placements that convert and two that don't. Plus the copy and A/B test methodology for getting more readers to add you as a Preferred Source.
Read MoreB2B buyers spend most of their research time comparing options. Comparison pages convert better and rank for higher-intent queries. Here's the playbook.
Read MoreSquarespace ranks fine for some queries and badly for others. Here are the platform limits that cause the gap, the workarounds that help, and when to switch.
Read MoreShopify ships with sensible SEO defaults, then buries the seven settings that actually move rankings. Here's what to find, where they live, and what to change.
Read MoreMost WordPress SEO advice tells you to install Yoast or Rank Math. Here's what those plugins actually do, what WordPress provides natively, and what you can skip.
Read MorePublic research on how title tag changes affect click-through rate from Google Search Console. What lifts CTR, what doesn't, and how to test on your own.
Read MoreTwo pages on the same topic, similar word count, similar Google rankings. ChatGPT cites one and ignores the other. Here's what the research says about why.
Read MoreAI Overviews are multi-source AI syntheses. Featured Snippets are single-source extracts. Both still exist — here is what changed and how to win each.
Read MoreWe published two data-driven posts from real production records. Here's the methodology, what the data showed, and why no competitor can replicate it.
Read MoreDoes longer content get cited more by AI systems? What the research says about word count, structure, and how AI chooses what to quote.
Read MorePrinceton's GEO research found expert quotes drove the largest single-factor citation lift. What counts as an expert quote, what doesn't, and how to add them to your content.
Read MoreWhat published research says about whether schema markup helps AI systems like ChatGPT and Perplexity cite your content.
Read MoreHow to find keywords you rank for but have no dedicated page about. A step-by-step GSC method, a free AI prompt, and the faster way.
Read MoreHow to turn a keyword spreadsheet into a content plan. Manual workflow, intent grouping, prioritization framework, and a free AI prompt.
Read MoreSeven common misconceptions about Generative Engine Optimization, debunked with research from Princeton, practitioner studies, and platform data.
Read MoreStep-by-step workflow for finding underperforming pages in Google Search Console and refreshing them in 30 minutes. What to fix and in what order.
Read MoreNew research shows 72.4% of blog posts cited by ChatGPT share one structural trait. Here is what it is, why it works, and how to add it to your content.
Read MoreAfter fixing my site's SEO problems, I used three dashboard buttons to plan what's next. AI Traffic, Content Gaps, and SEO Playbooks led the way.
Read MoreYour next blog post idea is already in your Google Search Console data. Five ways to find topics your audience is searching for and what to do next.
Read MoreI read a guide about finding blog ideas in GSC. Then I asked Brass-SEO the same questions. What took five filters in GSC took one sentence in chat.
Read MoreA customer found a 15-word search query in Bing. Brass-SEO cross-referenced their GSC data, designed a content strategy, and produced a ready prompt.
Read MoreThe honest answer: it depends on what the searcher needs. How to determine the right length based on intent, competition, and topic.
Read MoreProduct pages with zero impressions. Category pages cannibalizing each other. How to use your search data to find the e-commerce SEO gaps you're missing.
Read MoreYou transcribed your episodes and published the posts. Now how do you know if they rank? How to use GSC and GA4 to measure podcast content SEO.
Read MoreGoogle can't listen to podcasts or watch videos. Transcripts turn your audio content into indexable text that ranks. Here's the full workflow.
Read MoreMeta description templates and an AI prompt to write yours in 160 characters. Before-and-after examples, common mistakes, and 5 rules that get clicks.
Read MoreGoogle indexed your page but it gets zero traffic. The gap between indexed and ranking is where most small business pages get stuck. How to close it.
Read MoreI changed the title tags on 10 pages and tracked results in Google Search Console for 8 weeks. Some improved dramatically. Here's what I learned.
Read MoreMost small business sites have almost no internal links. This free tactic helps Google discover pages, passes authority, and keeps visitors.
Read MoreYour blog gets traffic but nobody buys. The problem is usually a mismatch between search intent and your offer. Here's how to diagnose and fix it.
Read MoreSchema markup tells search engines what your page is about in their language. Which types matter for small businesses and how to add it.
Read MoreMore content isn't always better. Some pages hold back the ones that could rank. A practical framework for deciding what to keep, improve, and remove.
Read MoreBacklinks used to be the only off-site SEO factor. Now Google and AI systems also track how often people mention your brand, even without a link.
Read MoreBacklinks still matter, but cold emailing for links isn't realistic for most small businesses. Five strategies that work by creating things people link to.
Read MoreWhen a competitor outranks you on Google, there's usually a specific reason. How to investigate their pages, compare them to yours, and close the gaps.
Read MoreMany websites have duplicate content without realizing it. Here's what it is, how to find it, and how to fix it before it hurts your rankings.
Read MoreKeywords ranking in positions 11 to 20 are just one push away from page 1 of Google. Here is how to find them and what to do once you have.
Read MoreGoogle doesn't penalize AI content for being AI-written. It penalizes low-quality content regardless of how it was made. Is yours helping or hurting?
Read MoreYour pages might rank on Google but still get ignored. Before-and-after title tag examples show how small wording changes increase click-through rate.
Read MoreGoogle evaluates every website on Experience, Expertise, Authoritativeness, and Trustworthiness. Here is what each one means and how to improve yours.
Read MoreGoogle favors sites that cover a topic thoroughly. Here is why writing five focused posts on your specialty beats fifty random blog posts for SEO.
Read MoreAI tools cite websites when answering questions. Getting cited means free traffic from a growing channel. What makes them choose your site over others.
Read MoreHow to find the right keywords for your business using data you already have. Covers keyword types, Google Search Console data, and a practical strategy.
Read MoreReady-to-use AI prompts for title tags, meta descriptions, and content gap analysis. Improve your existing content for better search visibility.
Read More