# Res > Res is an AI-native content platform that helps B2B teams get cited by ChatGPT, Perplexity, Claude, and Gemini. Res connects to your CMS and rewrites, structures, and deploys content built for extraction by AI search engines. ## Core pages - [Res Home](https://tryres.ai/): How Res helps teams get cited by AI search engines - [Pricing](https://tryres.ai/pricing): Growth ($5,000/mo) and Enterprise plans - [Resources](https://tryres.ai/resources): Research, essays, and playbooks on getting cited in AI search ## Featured research and essays - [We Ran 1,000 Queries on Perplexity. Your Listicle Is Helping Your Competitors.](https://tryres.ai/resources/we-ran-1-000-queries-on-perplexity-your-listicle-is-helping-your-competitors): 1,000 queries across 100 B2B topics on Perplexity. Listicles backfire 25.7% of the time. Comparisons backfire 2.9%. The format you write matters. - [Six Structural Features Separate AI-Cited B2B Articles from Invisible Ones](https://tryres.ai/resources/six-structural-features-separate-ai-cited-b2b-articles-from-invisible-ones): We counted the parts of 852 AI-cited B2B pages. Six structural features appear in 80%+ of the top 50 and 0% of the bottom 50, and three outside studies agree. - [Authority Is Not the Moat in AI Search](https://tryres.ai/resources/authority-is-not-the-moat-in-ai-search): Non-giant domains hold stable #1 on 93 of 100 B2B AI citation queries. Domain authority predicts almost nothing about AI retrieval. - [Typeform vs Tally: What Happens When an SEO Playbook Meets a GEO Playbook](https://tryres.ai/resources/typeform-vs-tally-seo-playbook-vs-geo-playbook): Typeform has 9 comparison pages averaging 3,200 words. Tally has 4. Tally wins AI citations. A structural audit of 6 pages explains the SEO vs GEO gap. - [Your Competitor’s Blog Post Is Getting Cited Instead of Your Product Page](https://tryres.ai/resources/your-competitors-blog-post-is-getting-cited-instead-of-your-product-page): Product pages describe features. Competitor listicles answer comparison queries. AI cites the listicle every time. How to take the citation back. - [How to Write a Blog Post That Gets Cited by ChatGPT](https://tryres.ai/resources/how-to-write-a-blog-post-that-gets-cited-by-chatgpt): Answer capsules, comparison tables, sourced stats, self-contained sections. The structural patterns that survive ChatGPT’s citation filter. ## Articles - [You Don’t Need to Monitor Your AI Visibility. You Need to Create It.](https://tryres.ai/resources/you-dont-need-to-monitor-your-ai-visibility-you-need-to-create-it): Only 4.3% of B2B companies have an AI-search position worth defending. A dashboard reports your absence; publishing to the record is what ends it. - [Buyers Verify the AI Answer Before They Act on It](https://tryres.ai/resources/buyers-verify-the-ai-answer-before-they-act-on-it): AI chatbots are the least-trusted B2B source at 39% (ALM Corp, 2026), so a citation is exposure buyers verify, and third-party proof survives the check. - [One AI Citation Statistic Cannot Size Your Opportunity](https://tryres.ai/resources/one-ai-citation-statistic-cannot-size-your-opportunity): AI citation-share stats swing from 17% to 52% for the same source class because each counts a different denominator, engine, and query class. - [A Model Update Can Fake Your AI Visibility Gains](https://tryres.ai/resources/a-model-update-can-fake-your-ai-visibility-gains): A model update displaced 42.4% of cited domains in one day. Here is how to tell a real GEO win from platform movement using a competitor control group. - [You Cannot Prove a GEO Win Without a Control Group](https://tryres.ai/resources/you-cannot-prove-a-geo-win-without-a-control-group): A model update displaced 42.4% of cited domains overnight. Only a competitor control group on the same prompt schedule separates GEO gains from platform noise. - [Your AI Visibility Does Not Transfer Between Engines](https://tryres.ai/resources/your-ai-visibility-does-not-transfer-between-engines): ChatGPT and Perplexity share only 11% of cited domains, so a brand cited on one engine can vanish on another. Why GEO has to run per engine. - [First-Mention AI Visibility Overstates Where Buyers Decide](https://tryres.ai/resources/first-mention-ai-visibility-overstates-where-buyers-decide): AI brand presence decays as buyer questions narrow, so first-mention share of voice misleads and decision-stage recommendation rate is what predicts revenue. - [Domain Authority Does Not Settle Contradictions in AI Search](https://tryres.ai/resources/domain-authority-does-not-settle-contradictions-in-ai-search): When two pages make opposing claims, AI engines pick the better-corroborated, fresher, more extractable source, not the higher-authority domain. - [Your Page Is Retrievable but Not Citable](https://tryres.ai/resources/your-page-is-retrievable-but-not-citable): Retrievability and citability are two separate gates. A fully indexed page still gets skipped by AI engines when its claims are not checkable. - [Your GEO Prompt Set Is Tracking Demand That Does Not Exist](https://tryres.ai/resources/your-geo-prompt-set-is-tracking-demand-that-does-not-exist): Over 95% of the queries AI engines run have no search volume, so a GEO prompt set built from keyword tools tracks demand that does not exist. - [Your Google Ranking Does Not Predict Your AI Visibility](https://tryres.ai/resources/your-google-ranking-does-not-predict-your-ai-visibility): Only 12% of AI-cited pages rank in Google’s top 10 and the organic overlap fell from 76% to 38% in a year, so ranking no longer predicts AI visibility. - [Unlinked Brand Mentions Beat Backlinks for AI Citations](https://tryres.ai/resources/unlinked-brand-mentions-beat-backlinks-for-ai-citations): Branded web mentions predict AI visibility roughly 3x better than backlinks (Ahrefs, 2026). Entity recognition, not link count, is the citation lever. - [Press Releases Earn 0.2% of AI Citations. Editorial Earns 84%.](https://tryres.ai/resources/press-releases-earn-almost-no-ai-citations): Press releases earn 0.2% of AI citations while earned media takes 84%. Why AI engines cite original editorial over the wire, and how to redirect the budget. - [AI Crawlers Read Your Raw HTML, Not Your Rendered Page](https://tryres.ai/resources/ai-crawlers-read-raw-html-not-your-rendered-page): GPTBot, ClaudeBot, and PerplexityBot fetch raw HTML and never run JavaScript, so client-rendered content stays invisible to the engines that cite you. - [AI Search Runs a Dozen Hidden Searches Behind Every Prompt](https://tryres.ai/resources/ai-search-runs-a-dozen-hidden-searches-behind-every-prompt): AI engines split each prompt into 9 to 11 hidden sub-queries before answering, so citation is won across the fan-out, not the phrase your buyer typed. - [Your Page’s First Reader Is the Model That Cites You](https://tryres.ai/resources/your-pages-first-reader-is-the-model-that-cites-you): A retrieval model reads and cites your page before any human loads it, and the engagement metrics you track no longer predict which pages get cited. - [More AI Content Will Not Earn You More Citations](https://tryres.ai/resources/more-ai-content-will-not-earn-you-more-citations): Human pages win Google’s top spot 8x more than AI, and the same lever, evidence and structure, decides AI citations. Volume does not. - [Content Platforms Are Buying AI Visibility Not Buyer Selection](https://tryres.ai/resources/content-platforms-are-buying-ai-visibility-not-buyer-selection): Adobe, Sitecore, and Optimizely bought AI-visibility tools, but tracking citations is not the same as measuring whether buyers pick you. - [YouTube Is the Fastest Growing Citation Source in AI Search](https://tryres.ai/resources/youtube-is-the-fastest-growing-citation-source-in-ai-search): YouTube now leads social citations in AI answers at 16% of LLM responses. Why B2B GEO programs blind to video lose the fastest-growing citation source. - [The Only AI Citation Input You Fully Control Is Structure](https://tryres.ai/resources/the-only-ai-citation-input-you-fully-control-is-structure): Authority and backlinks are slow and decided by others. On-page structure is the one AI citation input you control, and it pays out within a week. - [ChatGPT Cites Broken Links 3x More Than Google](https://tryres.ai/resources/chatgpt-cites-broken-links-3x-more-than-google): ChatGPT cites broken links nearly 3x Google's rate, and a dead citation wastes a click converting 534% above average. Link hygiene is citation defense. - [Third-Party Reviews Beat Domain Authority for AI Citations](https://tryres.ai/resources/third-party-reviews-beat-domain-authority-for-ai-citations): In B2B AI search, your G2, Capterra, and Trustpilot evidence drives more citations than domain authority. Why review proof decides the answer. - [An llms.txt File Will Not Earn You AI Citations](https://tryres.ai/resources/an-llms-txt-file-will-not-earn-you-ai-citations): 97% of llms.txt files earned zero traffic and adopters drew no more citations than non-adopters. The citation lever is structural density inside the page. - [10 Schema Markup Mistakes B2B SaaS Teams Make on AI-Cited Pages](https://tryres.ai/resources/saas-schema-markup-common-mistakes-awareness): 10 schema markup mistakes B2B SaaS teams make, from substituting JSON-LD for structural content to skipping FAQPage on the highest-citation pages. - [10 Product Pitch Section Mistakes B2B SaaS Teams Make on AI-Cited Pages](https://tryres.ai/resources/saas-product-pitch-section-common-mistakes-awareness): 10 product pitch section mistakes that cost B2B SaaS pages the brand reference inside the AI citation chain, with the fix for each. - [10 Perplexity Citation Mistakes B2B SaaS Teams Keep Making](https://tryres.ai/resources/saas-perplexity-citation-strategy-common-mistakes-awareness): The 10 Perplexity citation mistakes B2B SaaS teams keep making, ranked by citation cost, with the structural fix for each. - [10 Listicle Template Mistakes SaaS Teams Make in AI Search](https://tryres.ai/resources/saas-listicle-template-common-mistakes-awareness): Ten listicle template mistakes that route SaaS buyers to competitors in AI search, with the stat behind each and the fix that closes it. - [Nine Mistakes SaaS Teams Make with FAQ Sections That Block AI Citations](https://tryres.ai/resources/saas-faq-extraction-common-mistakes-awareness): Nine FAQ mistakes SaaS teams ship that suppress AI citations on ChatGPT, Perplexity, and Claude, plus the fix for each one. - [Nine Mistakes SaaS Teams Make Restructuring Content for AI Citations](https://tryres.ai/resources/saas-content-restructuring-common-mistakes-awareness): Nine recurring restructuring mistakes that suppress AI citations on SaaS pages, what each one costs, and the structural pattern that fixes each. - [10 Content Monitoring Mistakes That Hide AI Citation Drift from SaaS Teams](https://tryres.ai/resources/saas-content-monitoring-common-mistakes-awareness): The 10 content monitoring mistakes that hide AI citation drift from SaaS teams: single-run checks, owned-domain blind spots, GA4 channel gaps, and the structural fixes for each. - [10 Competitor Matrix Mistakes Suppressing B2B SaaS AI Citations](https://tryres.ai/resources/saas-competitor-matrix-strategy-common-mistakes-awareness): B2B SaaS competitor matrices ship with structural mistakes that suppress AI citations. The 10 most common ones, ranked by how much citation share they cost. - [9 Comparison Table Mistakes Killing Your B2B SaaS AI Citations](https://tryres.ai/resources/saas-comparison-tables-common-mistakes-awareness): B2B SaaS comparison tables appear in 88% of top-cited AI pages and 0% of bottom-cited pages. Nine specific mistakes decide which side yours sits on. - [10 Common Mistakes SaaS Teams Make With AI Citation Mechanics](https://tryres.ai/resources/saas-citation-mechanics-common-mistakes-awareness): Ten citation-mechanics mistakes SaaS marketing teams make that suppress AI citations on ChatGPT, Perplexity, and Gemini, with the fix for each. - [Common ChatGPT Search Optimization Mistakes Costing SaaS Pages Citations](https://tryres.ai/resources/saas-chatgpt-search-optimization-common-mistakes-awareness): Ten ChatGPT Search optimization mistakes SaaS marketing teams make on vendor, pricing, and comparison pages, with the fix for each. - [9 Answer Capsule Mistakes That Cost SaaS Pages AI Citations](https://tryres.ai/resources/saas-answer-capsules-common-mistakes-awareness): Most SaaS teams bury the answer in paragraph two. Nine answer capsule mistakes that suppress AI citations on guide, pricing, and comparison pages. - [10 AI Search Keyword Research Mistakes SaaS Teams Keep Making](https://tryres.ai/resources/saas-ai-search-keyword-research-common-mistakes-awareness): SaaS teams keep porting Google keyword research into AI search. Here are the 10 mistakes that block ChatGPT and Perplexity citations. - [9 AI Overview Optimization Mistakes B2B SaaS Teams Make](https://tryres.ai/resources/saas-ai-overview-optimization-common-mistakes-awareness): Nine common AI Overview optimization mistakes B2B SaaS teams make in 2026, from top-10 rank obsession to quarterly refresh cadence and GA4 default channels. - [The SaaS Marketer’s Guide to Structural Elements That Get Cited in AI Search](https://tryres.ai/resources/saas-structural-elements-guide-awareness): A guide to the eight structural elements (tables, FAQ pairs, bold-label blocks, pricing grids, how-to-choose tables) that get SaaS pages cited in AI search. - [Schema Markup for SaaS: What It Does for AI Citations](https://tryres.ai/resources/saas-schema-markup-guide-awareness): Schema markup makes SaaS pages parseable, not automatically cited. What it is, which types to add, how to validate, and how to measure AI citation lift. - [The Product Pitch Section That Earns SaaS Citations in AI Search](https://tryres.ai/resources/saas-product-pitch-section-guide-awareness): How SaaS teams write a product pitch section AI engines cite: heading, problem-first opening, a real customer outcome, and where to place it. - [The SaaS Guide to Earning Perplexity Citations](https://tryres.ai/resources/saas-perplexity-citation-strategy-guide-awareness): How SaaS teams earn stable Perplexity citations: answer capsules, comparison tables, attributed stats, and a refresh cadence, not domain authority. - [The SaaS Guide to Listicle Pages That Earn AI Citations](https://tryres.ai/resources/saas-listicle-template-guide-awareness): Why AI engines cite numbered listicle pages for best-software queries, and how SaaS teams build one that ranks the brand first instead of a competitor. - [The SaaS Guide to FAQ Extraction for AI Citation](https://tryres.ai/resources/saas-faq-extraction-guide-awareness): FAQ blocks are independent AI retrieval targets. The SaaS guide to mining real buyer questions and writing two-sentence answers AI engines cite. - [Content Restructuring for SaaS Pages That Win AI Citations](https://tryres.ai/resources/saas-content-restructuring-guide-awareness): How SaaS marketing teams convert prose-heavy pages into the structural elements AI engines extract for citation, with audit steps and benchmarks. - [The SaaS Guide to Content Monitoring in AI Search](https://tryres.ai/resources/saas-content-monitoring-guide-awareness): Content monitoring tracks whether AI engines cite your SaaS pages, why citations drift month to month, and how to act on what you find. - [How to Build a Competitor Matrix That Gets Your SaaS Cited](https://tryres.ai/resources/saas-competitor-matrix-strategy-guide-awareness): A competitor matrix is a positioning decision, not a layout. Learn how to build one that gets your SaaS brand cited in ChatGPT, Perplexity, and Gemini. - [Why Comparison Tables Drive AI Citations in SaaS](https://tryres.ai/resources/saas-comparison-tables-guide-awareness): Comparison tables appear in 88% of top-cited B2B pages. Here is how SaaS marketers build the columns, cells, and refresh cadence that earn AI citations. - [ChatGPT Search Optimization for SaaS in 2026](https://tryres.ai/resources/saas-chatgpt-search-optimization-guide-awareness): How SaaS marketing teams restructure content so ChatGPT extracts and cites it across the prompts B2B software buyers actually run in 2026. - [How SaaS Pages Write Answer Capsules for AI Citations](https://tryres.ai/resources/saas-answer-capsules-guide-awareness): Answer capsules are the 40 to 80 word openings AI engines extract. A 7-step capsule audit, capsule-by-prompt mapping, and the SaaS GEO stack to ship them. - [AI Search Keyword Research for SaaS Marketers in 2026](https://tryres.ai/resources/saas-ai-search-keyword-research-guide-awareness): How SaaS marketers find, sample, and prioritize the AI prompts buyers actually type into ChatGPT, Perplexity, Gemini, and Claude in 2026. - [How SaaS Brands Get Cited in AI Overviews](https://tryres.ai/resources/saas-ai-overview-optimization-guide-awareness): AI Overview optimization for SaaS. Six structural patterns, citation playbooks from Tally and Vercel, and a 30-day SaaS page audit checklist. - [Reddit Took 9% of AI Citations and B2B Cannot Publish There](https://tryres.ai/resources/reddit-took-9-percent-of-ai-citations-and-b2b-cannot-publish-there): Reddit citations grew 73%+ across nine commercial categories in Q1 2026. Social media now holds 9% of AI citations, but most B2B teams cannot post. - [Backlinks Correlate With AI Mentions But Stop Moving Share of Voice](https://tryres.ai/resources/backlinks-correlate-with-ai-mentions-but-stop-moving-share-of-voice): Backlinks correlate 0.65 with AI mentions but only 0.23 with AI Share of Voice. The link signal saturates before competitive lift moves. - [12 Percent of Enterprise Digital Budgets Moved to AEO Before Measurement Did](https://tryres.ai/resources/12-percent-of-enterprise-digital-budgets-moved-to-aeo-before-measurement-did): Enterprises now allocate 12% of digital budgets to AEO and rank it the #1 marketing priority of 2026. The measurement framework is still catching up. - [We Have Zero Google Clicks and Perplexity Cites Us on Page One](https://tryres.ai/resources/we-have-zero-google-clicks-and-perplexity-cites-us-on-page-one): Tryres.ai went live April 17 with two articles. 15 days later: 408 Google impressions, 0 clicks, average position 9.9. Perplexity cites us at #1. - [The AI Citation Playbook: 5 Structural Patterns Every Brand Winning AI Search Has in Common](https://tryres.ai/resources/ai-citation-playbook-5-structural-patterns-every-winning-brand-shares): Tally, Vercel, Rippling, Scrupp, Stitchflow, Userlytics, Spellbook share 5 structural patterns producing AI citations. The 5-pattern playbook practitioners use. - [Rippling vs ADP: How a 2016 Startup Out-Cites a 77-Year-Old Incumbent](https://tryres.ai/resources/rippling-vs-adp-how-a-2016-startup-out-cites-a-77-year-old-incumbent): ADP, $20.6B in revenue and 77 years old, appears in zero of 80 HR-vertical Perplexity runs. Rippling holds 10 of 10 on its own comparison query. - [How Scrupp.com Beats ZoomInfo on ZoomInfo’s Own Pricing Query](https://tryres.ai/resources/how-scrupp-beats-zoominfo-on-its-own-pricing-query): Scrupp has a Tracxn score of 16/100 and 206x less traffic. It wins every Perplexity citation on ZoomInfo’s own pricing query. The reason is one missing element. - [7 Brands Winning AI Search in 2026 (and What They Built)](https://tryres.ai/resources/7-brands-winning-ai-search-in-2026): Tally, Vercel, Rippling, Scrupp, Spellbook, Stitchflow, Userlytics. 7 brands holding first-position AI citations. Two structural paths. One repeatable system. - [AI Referral Conversion Flipped 80 Points Past Non-AI in Twelve Months](https://tryres.ai/resources/ai-referral-conversion-flipped-80-points-in-twelve-months): AI-referral conversion rose from 38% below non-AI in March 2025 to 42% above in March 2026, an 80-point Adobe Digital Index swing in twelve months. - [Google Referrals to Publishers Fell 33% in a Year and B2B Plans Around Them](https://tryres.ai/resources/google-referrals-to-publishers-fell-33-percent): Google referrals to publishers fell 33% YoY through November 2025 (Reuters Institute), with US publishers down 38%. B2B distribution still anchors to search. - [Agentic Web Traffic Grew 7,851% in 2025 and Content Was Not Built for Agents](https://tryres.ai/resources/agentic-traffic-grew-7851-percent-content-was-not-built-for-agents): Autonomous agents drove 79x more web traffic in 2025 than overall AI growth, but most commercial content is still written for human session patterns. - [The Inverted AI Discovery Funnel Hides 96% of B2B Brands](https://tryres.ai/resources/the-inverted-ai-discovery-funnel-hides-96-percent-of-b2b-brands): 96% of B2B brands surface in AI engines only after the buyer names them, leaving 4.3% with a healthy discovery funnel (2X AI Innovation Lab, 2026). - [ClaudeBot Crawls 20,583 Pages Per Referral and the Publisher Trade Is Broken](https://tryres.ai/resources/claudebot-crawls-20583-pages-per-referral): ClaudeBot crawls 20,583 pages per referral, OpenAI 1,255 to 1, Google 5 to 1. The crawl-to-refer ratio is the new CPC of AI exposure. - [Content Agencies Cannot Hit the Structural Density Bar GEO Requires](https://tryres.ai/resources/content-agencies-cannot-hit-the-structural-density-bar-geo-requires): Top-cited B2B pages average 13.55 structural elements per page (Res AI 2026). Editorial agencies on retainer cycles cannot hit that bar. - [Why GEO Agencies Recommend Their Clients’ Competitors](https://tryres.ai/resources/why-geo-agencies-recommend-their-clients-competitors): 25.7% of listicle citations send readers to a competitor (Res AI, 2026). Why agency GEO programs miss the backfire rate their clients pay for. - [Monitoring-First GEO Platforms Miss the Re-citation Window](https://tryres.ai/resources/monitoring-first-geo-platforms-miss-the-re-citation-window): 42.4% of AI Overview domains vanished with Gemini 3. Monitoring-first GEO platforms report the loss after the re-citation window closes. - [Most Analytics Setups Hide Your AI Search Invisibility](https://tryres.ai/resources/most-analytics-setups-hide-your-ai-search-invisibility): Default analytics setups do not segment AI referrers, hiding a channel that converts 534% above the site-wide average in B2B portfolios. - [B2B Content Built for Awareness Fails Where Buyers Actually Decide](https://tryres.ai/resources/b2b-content-built-for-awareness-fails-where-buyers-decide): 94% of B2B buyers use AI at every purchase stage. Awareness-stage content is not present during the evaluations that pick vendors. - [GEO Is Not Optional When ChatGPT Processes 2.5 Billion Daily Prompts](https://tryres.ai/resources/geo-is-not-optional-when-chatgpt-processes-2-5-billion-daily-prompts): ChatGPT's 2.5 billion daily prompts and 51% of B2B buyers now starting in an AI chatbot make GEO a distribution requirement, not a strategy debate. - [A Single Citation Check Cannot Measure GEO Performance](https://tryres.ai/resources/a-single-citation-check-cannot-measure-geo-performance): Single-run AI citation checks sample under 10% of the real citation surface. 10-run measurement separates content failure from sampling noise. - [Content Budgets Are Growing Into a Channel Buyers Have Already Left](https://tryres.ai/resources/content-budgets-are-growing-into-a-channel-buyers-have-already-left): 87% of content teams raised 2026 budgets; only 1 in 4 restructured for LLM audiences. The funding curve and buyer attention are now opposed. - [Page Architecture Beats Content Quality as an AI Citation Driver](https://tryres.ai/resources/page-architecture-beats-content-quality-as-an-ai-citation-driver): 55% of AI Overview citations come from the first 30% of page content. Opening-third architecture beats depth of analysis as a citation driver. - [SEO Copywriting Instincts Suppress AI Citation Rates](https://tryres.ai/resources/seo-copywriting-instincts-suppress-ai-citations): Princeton KDD 2024 found statistics boost AI visibility 41% while keyword stuffing cuts it. The SEO reflex is a structural liability in AI search. - [Why “Write Me a Blog Post” Doesn’t Work for GEO](https://tryres.ai/resources/why-write-me-a-blog-post-doesnt-work-for-geo): Lost-in-the-middle, context decay, citation hallucination. A single prompt cannot produce AI-citable content. Why multi-agent pipelines are required. - [Schema Markup Won’t Save You: What AI Engines Actually Extract](https://tryres.ai/resources/schema-markup-wont-save-you-what-ai-engines-actually-extract): Schema reduces parsing ambiguity. It does not earn citations. What AI engines actually extract from your HTML, and where to spend your time. - [Perplexity Killed Its Ads in 2026. ChatGPT Doubled Down.](https://tryres.ai/resources/perplexity-killed-its-ads-in-2026-chatgpt-doubled-down): Perplexity exited advertising in 2026 the week OpenAI launched ChatGPT ads. The two engines are now optimizing for opposite things. Which to target. - [GEO Is Not SEO 2.0: Why Most Optimization Advice Is Wrong](https://tryres.ai/resources/geo-is-not-seo-2-0-why-most-optimization-advice-is-wrong): The skills that made you good at SEO don’t transfer to GEO. Backlinks, keywords, and listicles are actively hurting your AI citations. - [GEO Doesn’t Have Keyword Research. It Has a Testing Loop.](https://tryres.ai/resources/geo-doesnt-have-keyword-research-it-has-a-testing-loop): Keyword research doesn’t work on embeddings. GEO replaces it with a publish-monitor-iterate loop across prompt families instead of keyword lists. - [Brand Visibility Is a Vanity Metric. Buying Intent Is Not.](https://tryres.ai/resources/brand-visibility-is-a-vanity-metric-buying-intent-is-not): Share of voice across 10,000 prompts is a vanity metric. CPC already tells you which 15 queries drive revenue. Build GEO content there. - [Are You Conquesting or Defending? How to Choose the Right GEO Tool.](https://tryres.ai/resources/are-you-conquesting-or-defending-how-to-choose-the-right-geo-tool): GEO tools split into conquest (building new visibility) and defense (protecting share). Diagnose which mode your team is in before you buy. - [5 GEO Mistakes You’re Making With Every Article You Publish](https://tryres.ai/resources/5-geo-mistakes-youre-making-with-every-article-you-publish): Five structural mistakes that keep high-ranking B2B articles invisible to ChatGPT and Perplexity, each fixable without rewriting the library. - [Res AI: AI Information Summary](https://tryres.ai/resources/ai-info): Structured brand summary for AI crawlers and language models. Factual, extractable, no marketing copy. Links to Res AI’s three first-party research studies. - [AEO vs GEO: Which Should Your Business Prioritize in 2026?](https://tryres.ai/resources/aeo-vs-geo-which-should-your-business-prioritize-in-2026): AEO targets snippet extraction. GEO targets AI citation. 94% of B2B buyers now use AI in their buying process — which to prioritize first. - [Every Brand That Won AI Search Tested Their Way There](https://tryres.ai/resources/every-brand-that-won-ai-search-tested-their-way-there): Vercel, Tally, and Gymshark didn’t plan their way into AI search. They tested. GEO rewards iteration speed, not monitoring depth. - [GEO for Product Pages: How to Get Your SaaS Cited in AI Recommendations](https://tryres.ai/resources/geo-for-product-pages-how-to-get-your-saas-cited-in-ai-recommendations): Product pages describe features. AI engines cite passages that compare alternatives. Seven changes that make your SaaS product page citable. - [How AI Search Engines Decide What to Cite: The RAG Pipeline Explained](https://tryres.ai/resources/how-ai-search-engines-decide-what-to-cite-the-rag-pipeline-explained): The seven stages of RAG retrieval, chunking, and citation assignment, mapped to the exact content decisions that get you cited or skipped. - [The B2B Content Funnel Collapses When the Click Becomes Optional](https://tryres.ai/resources/the-b2b-content-funnel-collapses-when-the-click-becomes-optional): Every Google update from 1998 to 2024 kept the click intact. AI Overviews changed whether the click happens at all. The B2B funnel is breaking. - [The B2B SaaS Guide to AI Citation Monitoring in 2026](https://tryres.ai/resources/the-b2b-saas-guide-to-ai-citation-monitoring-in-2026): Five metrics that actually matter for AI citation monitoring, and why traditional SEO tools like Ahrefs and Semrush cannot track any of them. - [What Happens When OpenAI Starts Selling Ads in ChatGPT (It Already Did)](https://tryres.ai/resources/what-happens-when-openai-starts-selling-ads-in-chatgpt-it-already-did): OpenAI began selling ChatGPT ads at $60 CPM with a $200K minimum in early 2026. The organic citation window is closing. Build authority now. - [What Is Generative Engine Optimization? The Complete Guide for 2026](https://tryres.ai/resources/what-is-generative-engine-optimization): GEO is structuring content so AI engines cite it. The complete 2026 guide to what works, what doesn’t, and what SEO signals still transfer. - [Why Your AI Visibility Score Is Lying to You](https://tryres.ai/resources/why-your-ai-visibility-score-is-lying-to-you): Less than 1 in 100 chance of getting the same brand list twice on ChatGPT. Your single-check visibility score is a snapshot of randomness. ## Company - [Privacy](https://tryres.ai/privacy): Privacy policy - [Terms](https://tryres.ai/terms): Terms of service - Contact: admin@tryres.ai