GEO Resources
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The Resonate Labs library on Generative Engine Optimization: how AI search engines like ChatGPT, Gemini, Perplexity, and Claude select and cite vendors during B2B buying research, and what your team can do about it. The library spans the fundamentals, measuring where you stand, the work that earns citations, the business case, and how to choose a partner. Wherever you are with AI search, start here.
The GEO White Paper v5.0
Why AI Visibility Is Becoming a B2B Publishing Operations Discipline
New to GEO? Start here.
The short path through the fundamentals, from "what is this?" to "where do I begin?"
Start hereHow B2B Buyers Research Vendors With AIThe shortlist now forms inside AI assistants, before your site or your sales team. How the buying journey moved, and how to tell if you're invisible in itRead → Start hereIs Your Brand Visible in AI Search? How to CheckThe self-check: the exact buyer prompts to run across the four engines, how to read named vs wrong vs absent, and why one run isn't a measurementRead → Start hereHow AI Is Changing B2B BuyingThe three structural shifts, discovery leaving search, the shortlist set before sales, and agent-led buying, and why AI citation is becoming a channelRead → Start hereWhy Your Competitors Show Up in AI and You Don'tAI names whoever it can read, quote, and corroborate, not the better company. The three reasons a rival wins the mention, and why the gap is closableRead → Start hereWhat GEO isMaking your company legible to AI search engines so you appear, accurately, in the answers they generate for buyersRead → Start hereGEO vs SEOThe same web, a different scoreboard: how optimizing for AI answers differs from ranking in search, and where AEO, AI SEO, and LLMO fitRead → Start hereDoes GEO Help SEO?GEO isn't just SEO. Optimizing for AI answers lifts traditional search more than the reverse, because being cited inside an AI Overview earns more clicks, not fewerRead →Measure your AI visibility
How Resonate Labs measures GEO outcomes, and the metrics that tell you whether AI search is working for you.
MeasureHow We Measure GEO ResultsThe methodology: four metrics scored every 30 days across Gemini, Claude, ChatGPT, and PerplexityRead → MeasureGEO Metrics GlossaryThe working vocabulary of GEO: outcome metrics plus the engine, measurement, and technical terms, defined with examplesRead → MeasureSample Foundation ReviewThe first deliverable of every audit: the category, personas, buying stages, and competitive set you approve before anything is measured, with an annotated walkthrough and a guide to reviewing your ownRead → MeasureHow Queries Are GeneratedHow your approved foundation becomes the 150 buyer-intent queries we run across the four engines: the general shape, with illustrative examplesRead → MeasureSample GEO Visibility ReportWhat the monthly deliverable looks like, with illustrative data and an annotated walkthroughRead → MeasureThe Insynctive case studyWhat the metrics look like in motion: a B2B HRIS platform from 1.3% to 12× more visible in six weeks, on the same matched 150-query setRead → MeasureAI Visibility MonitoringWhat AI visibility monitoring is, why it's a continuous loop rather than a one-off check, and how the pieces fitRead → MeasureThe Ongoing AI Visibility Monitoring ChecklistAudit your monitoring setup against the six parts that make it real: a fixed query set, engine coverage, the right metrics, a cadence and owner, the loop to shipped fixes, and reproducible resultsRead →Show up in AI answers
Once you know where you stand, this is the work that changes it: how each engine cites differently, how to structure content AI will quote, and how to fix what AI gets wrong about you.
Show upWhat Drives AI Citation: The Three-Tier ModelWhat actually predicts whether AI cites you: technical accessibility, on-page quality, and off-page brand signals. The overview the rest of this section builds on.Read → Show upPlatform DivergenceWhy ChatGPT, Perplexity, Google AI Mode, Copilot, and Claude cite differently, and why you have to optimize each engine separatelyRead → Show upHow to Show Up in ChatGPTThe engine-specific playbook: the crawlers to allow, the structured reference content ChatGPT cites, and how fast citations landRead → Show upHow to Show Up in PerplexityThe inverse playbook: why Perplexity rewards depth and community over extraction, and why it's the highest narrative-risk engineRead → Show upHow to Show Up in Google's AIAI Overviews, AI Mode, and Gemini defined, why they're SEO-grounded, and the Googlebot vs Google-Extended mythRead → Show upHow to Show Up in ClaudeThe most selective engine: runs on Brave's index, favors documentation-grade content, and the risk is omission, not misinformationRead → Show upHow to Structure Content AI Will CiteThe atomic-content method: the three units, the four citable formats, and the first-paragraph test, with before-and-after examplesRead → Show upGEO Content Execution: From Audit to Cited PagesAuditing finds the gap; execution ships the pages that close it. The repeatable page archetypes a program produces, and the pipeline from brief to published to re-measuredRead → Show upEarned Media for GEO: The Brand Signals AI CitesThe third tier: why branded mentions predict citation more than backlinks, the sources AI reads about you, and earning the presence that's missingRead → Show upDefensive GEO: When AI Gets Your Brand WrongFind and close the gaps in what AI says about you: the misinformation vulnerability, the three disciplines, and how to run a defensive auditRead → Show upSample GEO Action PlanThe remediation half of the audit: how the report's gaps become prioritized work, sorted into three layers plus off-domain and sequenced dependency-firstRead →Justify the investment
Build the internal case for GEO, in the language your CFO and board evaluate.
JustifyDoes GEO Actually Work?The evidence it moves AI visibility, the honest limit on proving revenue, and the four ways GEO fails when it failsRead → JustifyThe Business Case for GEOThe metrics that matter, the SEO-to-GEO budget reallocation argument, and how to estimate the numbers for your boardRead → JustifySwitching From Your SEO Agency to GEOWhat the move actually involves: what carries over, what's newly in scope, and why good GEO is good SEO so you don't go dark on GoogleRead → JustifyDone-With-You GEOThe three ways to get GEO done, and why done-with-you builds the capability into your team instead of renting it backRead → JustifyThe Limits of GEOThe honest counterweight to the case: what the field genuinely can't prove yet, and why it's still worth investing nowRead → JustifyResonate Labs pricingWhat an AI Visibility Crawl costs: $850 for a single crawl, or 3- and 6-packs of prepaid credits for teamsRead →Compare your options
How the GEO vendor landscape breaks down: who runs the work, who only measures it, and how to choose.
CompareCompare GEO VendorsThe comparison hub: honest, model-based comparisons of the GEO landscape, and where to startRead → CompareGEO Agencies & Tools, ComparedThe B2B landscape: agencies that execute GEO vs. tools that measure it, with a comparison table and the questions that separate a real partner from a relabeled SEO shopRead → CompareGEO Agency Retainer vs Tracking Tool vs Productized AuditThe three ways to invest in GEO: who does the work, what each costs, and which model fits your teamRead → CompareResonate Labs vs GenOptima: Performance-Based vs Fixed GEO PricingWhat "pay only when cited" really means: what counts as a result, who measures it, and how to choose between a performance model and a fixed engagementRead → CompareResonate Labs vs First Page Sage: GEO-Native vs SEO-Extended GEOHow to tell real GEO from relabeled SEO: methodology, measurement, and proof posture, and how to chooseRead → CompareResonate Labs vs Omniscient Digital: GEO Specialist vs Full-Service AgencyA GEO specialist vs a full organic-growth agency that also does GEO: scope, entry point, and how to chooseRead → CompareResonate Labs vs Graphite: Topic Coverage vs. Winning the Queries That MatterBoth run on buyer-query intelligence; Graphite covers the topic landscape, Resonate finds and fixes where AI answers leave you outRead → CompareResonate Labs vs Discovered Labs: Done-For-You Retainer vs Team-Independent GEOBoth are GEO-native and claim pipeline; the split is engagement model and whether the measurement method is published or proprietaryRead → CompareGEO Agency vs AI Visibility Tracker: Which Do You Actually Need?A tracker measures whether AI cites you; an agency changes what it says. The decision framework, and when a tracker is enoughRead → CompareGEO Vendor RFP & ScorecardA free, vendor-neutral RFP template, scorecard, and vetting checklist for running your own GEO agency selectionRead →Get the technical setup right
Before content can earn citations, AI engines have to be able to read your site. The technical foundation of GEO: rendering, crawler access, and structure.
TechnicalWhy a Site That Ranks on Google Can Be Invisible to AIThe technical reasons a high-ranking page never gets cited (rendering, structure, freshness), a render-fix case study, and the requirements that get a site read by AIRead → TechnicalTechnical GEO Readiness ChecklistAudit your own B2B site against the requirements: crawler access, rendering, structure, schema, and freshness, with a quick way to check each oneRead →Find your starting point by role
Same problem, different anxiety. These starting points by role route to the right place depending on what you own.
By roleGEO for ExecutivesFor the CEO, CMO, or founder weighing the investment: is it real, can you prove the ROI, and how to pick a proven partnerRead → By roleGEO for Marketing LeadersFor the VP of Marketing: whether AI search is why organic is sliding, how an AI audit differs from an SEO audit, and choosing a partnerRead → By roleGEO for Demand Gen TeamsFor the demand gen leader who owns the number: how to measure AI search visibility, report it, and run it as a programRead → By roleGEO for Digital Marketing LeadsFor the hands-on technical lead: why crawlers can't see you, what gets content cited, and tools versus agenciesRead → By roleGEO for Content LeadersFor the content owner: why your content ranks but isn't cited, and how to tell real GEO from rebranded SEORead → By roleGEO for AgenciesFor the agency owner: how to add an AI-visibility deliverable you can resell and run for clients without staffing a GEO teamRead →GEO by category
These guides by category cover how a company in a given B2B category shows up when its buyers ask AI.
By categoryGEO for Data Observability CompaniesHow a data observability company shows up when technical buyers ask AI: the buyer, the queries that shape shortlists, and the content that gets citedRead → By categoryGEO for MLOps and Experiment Tracking CompaniesHow an MLOps or experiment-tracking company shows up when ML teams ask AI, including the question every buyer asks: why not just self-host MLflowRead → By categoryGEO for Background Check CompaniesHow a background check company shows up when HR teams ask AI, where reviews and accreditation matter more than your homepageRead → By categoryGEO for Localization CompaniesHow a translation and localization company shows up when content teams ask AI, where the industry's own analysts shape citationsRead → By categoryGEO for Compliance Automation CompaniesHow a SOC 2 and ISO 27001 platform shows up when security and compliance teams ask AI, where auditor authority and reviews matter more than your homepageRead → By categoryGEO for Open Banking CompaniesHow a financial-data API company shows up when fintech builders ask AI, where developer docs, market-by-market coverage, and the independent trackers shape citationsRead → By categoryGEO for Customer Success CompaniesHow a customer success platform shows up when CS and RevOps leaders ask AI, where reviews and analyst grids matter more than your homepageRead → By categoryGEO for Contract Lifecycle Management CompaniesHow a CLM platform shows up when legal ops teams ask AI, where adoption proof and analyst standing shape citationsRead → By categoryGEO for Revenue Intelligence CompaniesHow a revenue intelligence platform shows up when RevOps and sales leaders ask AI, where forecast-accuracy proof and reviews shape citationsRead → By categoryGEO for Billing and Subscription Management CompaniesHow a billing platform shows up when finance and engineering ask AI, where metering docs and revenue-recognition proof shape citationsRead → By categoryGEO for Incident Management CompaniesHow an on-call and incident platform shows up when SRE teams ask AI, where developer-channel comparisons and migration content shape citationsRead → By categoryGEO for Product Analytics CompaniesHow a product analytics platform shows up when product teams ask AI, in a category where one challenger's content already dominates the answersRead → By categoryGEO for ITDR CompaniesHow an identity threat detection and response platform shows up when identity security teams ask AI, in a category still being definedRead → By categoryGEO for ASPM CompaniesHow an application security posture management platform shows up when AppSec teams ask AI, in a category still consolidatingRead → By categoryGEO for SIEM CompaniesHow a SIEM platform shows up when SecOps teams ask AI, in a crowded category where incumbents own the default answerRead → By categoryGEO for Data Privacy and Governance CompaniesHow a data privacy and governance platform shows up when data and security teams ask AI, in a fragmented, regulation-driven categoryRead →No resources match that search. Try a different term or “All”.
Frequently asked questions
Quick questions about the library itself.
What's in the Resonate Labs GEO library?
Guides, methodology, and benchmarks on Generative Engine Optimization for B2B. Today that includes a plain-language explainer of what GEO is, a breakdown of how we measure GEO results, and a glossary of the core metrics. New clusters are added as they're published.
How current is this content?
The library is maintained as the field changes. Each page carries its own last-updated date, and the measurement methodology is refreshed as the engines and their citation behavior shift.
Are these resources free?
Yes. Everything in the library is free to read. The paid engagements are the diagnostics and the managed GEO program: a free AI Visibility Snapshot to start, or a paid Visibility Crawl for the full 150-query run.
I'm new to GEO. Where should I begin?
Start with the What is GEO? explainer for the fundamentals, then run a diagnostic against your own category with a free AI Visibility Snapshot. Each pattern it surfaces points to a different first move.
See where you stand
Ready to find out how AI engines describe you today? Start with a diagnostic.
- Request an AI Visibility Snapshot — a free, fast diagnostic of how AI engines currently describe your category and your company
- Start the conversation — talk to the team
- Resonate Labs on LinkedIn — follow along for what we're seeing in AI search