# Ranqo

> The complete AI search visibility suite — track, analyze, and improve your brand's presence across AI search engines

Ranqo (also known as Ranqo AI) is an end-to-end AI visibility platform for answer engine optimization (AEO) and generative engine optimization (GEO). It runs the full loop — monitor, analyze, act, and create — across all six AI platforms it tracks: ChatGPT, Claude, Perplexity, Gemini, Grok, and Google AI Overviews. Ranqo tracks how AI mentions your brand (visibility, position, and sentiment) weekly; discovers the prompts buyers ask and benchmarks competitors' share of voice; analyzes which sources AI cites and captures the AI bot crawls and AI-referred visits GA4 misses; runs six-dimension page audits for AI readiness; turns the gaps into prioritized recommendations; and generates AI-optimized content built to be cited. It is not just a monitoring tool — it takes brands from measurement to action to earning the citation.

## Product

The Ranqo platform ships as a connected suite of products:

- [Search Visibility](https://ranqo.ai/product/search-visibility): Weekly tracking of how AI models mention your brand across all six AI platforms
- [Prompt Intelligence](https://ranqo.ai/product/prompt-intelligence): Discover and track the AI prompts driving citations in your category
- [Competitor Benchmarking](https://ranqo.ai/product/competitor-benchmarking): Real-time share-of-voice comparison against every competitor
- [Source Analytics](https://ranqo.ai/product/source-analytics): Analyze which domains and URLs AI platforms cite about your brand
- [Page Optimization](https://ranqo.ai/product/page-optimization): Six-dimension page audit for AI crawlability and citation readiness
- [Content Lab](https://ranqo.ai/product/content-lab): AI-optimized content creation driven by your visibility gaps
- [Action Center](https://ranqo.ai/product/action-center): Prioritized recommendations ranked by estimated visibility impact
- [Visitor Analytics](https://ranqo.ai/product/visitor-analytics): Server-side capture of every AI bot crawl and human referral reaching your site — the visits GA4 misses

## Marketing

- [Ranqo Platform](https://ranqo.ai): Homepage and full product overview
- [Pricing](https://ranqo.ai/pricing): Brand plans (Starter, Pro, Business) and Agency plans (Growth, Scale, Enterprise) with full feature comparison — every tier includes tracking, audits, action plans, and publishable AI content
- [Free AI Visibility Report](https://ranqo.ai/ai-visibility-report): Free emailed report showing how ChatGPT, Perplexity, and Gemini answer buyer questions in your category — visibility score, competitor share of voice, cited sources, and brand sentiment, delivered as a private report link with a downloadable PDF
- [Free Tools Hub](https://ranqo.ai/free-tools): All free AI SEO tools in one place
- [Compare](https://ranqo.ai/compare): Ranqo vs 14 AI visibility platforms, scored on whether the loop actually closes (measure, act, re-measure) and on what the whole loop costs rather than the headline entry price

## Solutions

Who the work is for. The mechanics of AI search are identical everywhere; what changes is the seat you run it from.

- [Solutions Hub](https://ranqo.ai/solutions): The three solution pages, and why an AI answer is built from different sources in each category
- [Brands](https://ranqo.ai/solutions/brands): AI search visibility for any brand in any category — the answers buyers see, who gets named instead of you, the questions worth tracking, and the full monitor, analyze, act, create loop
- [Agencies](https://ranqo.ai/solutions/agencies): Running AI visibility across a client portfolio — client brands, seats, white-label reports, and the per-client maths
- [SEO & GEO Professionals](https://ranqo.ai/solutions/seo-professionals): Adding AI visibility to an SEO practice — the audit, the tracking, and the client-ready report that turn GEO into a deliverable

## Free Tools

- [AI Visibility Checker](https://ranqo.ai/free-tools/ai-visibility-checker): Get a free AI visibility score -- live ChatGPT answers scored for brand mentions, competitors, and cited sources
- [AI Readiness Score](https://ranqo.ai/free-tools/ai-readiness-score): Score any URL from 0-100 on how ready it is to be cited by AI platforms
- [AI Content Grader](https://ranqo.ai/free-tools/ai-content-grader): Grade any blog post or URL with a letter grade and the top 3 fixes for AI citation potential
- [AI Search Crawler Inspector](https://ranqo.ai/free-tools/ai-crawler-inspector): Fetch any URL as 13 different AI bots and search engines to see who can read your page
- [LLMs.txt Generator](https://ranqo.ai/free-tools/llms-txt-generator): Generate a spec-compliant llms.txt file for any website
- [Robots.txt Generator](https://ranqo.ai/free-tools/robots-txt-generator): Compose robots.txt rules for AI crawlers including GPTBot, ClaudeBot, PerplexityBot, and Google-Extended
- [Page Token Inspector](https://ranqo.ai/free-tools/page-token-inspector): Tokenize any URL or text with the GPT-4o tokenizer and compare against AI context windows
- [AI Query Fan-Out Generator](https://ranqo.ai/free-tools/query-fanout-generator): Enter any prompt and see the 5-7 keyword variations AI assistants fan out internally

## Blog

Ranqo's blog, newest first. Every post is data-backed and grounded in verified sources; many draw on Ranqo's own 102-brand, five-engine study (arXiv:2606.20065).

- [Seven Websites Get Cited Whatever You Sell. The Rest Depend on Your Category.](https://ranqo.ai/blog/most-cited-websites-by-ai-engine): The per-engine map of which websites AI actually cites, measured on 4,100 questions put to ChatGPT, Perplexity and Gemini inside the same tracking run across seven weeks of July and August 2026, on the current generation of web-search models, giving 12,300 answers and 146,270 third-party citations. Seven websites keep coming back whatever the company sells, and every engine draws on all seven: Reddit, YouTube, TechRadar, LinkedIn, Wikipedia, Medium and Forbes. What changes between engines is the weighting, not the roster. Reddit is 17.87% of ChatGPT's citations against 3.43% of Gemini's, a 5.2x swing, and Wikipedia is 1.95% of Perplexity's against 0.27% of Gemini's, 7.2x, while the other five sit within about twice. Also ranks the ten kinds of website each engine cites, where corporate and product pages run 62.4% of ChatGPT's citations, 75.6% of Perplexity's and 84.6% of Gemini's, and measures how narrow each engine's head is: ChatGPT's ten most-cited websites carry 26.9% of its citations and 151 domains reach half of them, against Gemini's 9.3% and 527. Past the seven the tail is category-specific, 63.3% of ChatGPT's citations and 72.6% of Gemini's going to websites cited for exactly one company, which is why two brands in different categories compare top-10 lists and share almost nothing
- [Best AI Visibility Tools for Agencies (2026)](https://ranqo.ai/blog/best-ai-visibility-tools-for-agencies): Six platforms ranked for how an agency buys: coverage of the four jobs an agency resells, the published price of the complete stack (the number a retainer margins against), and question capacity at entry, all computed from evidenced comparison cells. Charts the per-client arithmetic every pooled plan hides (250 prompts across 10 brands is 25 per client per week) and the whole-stack price across the field, where Ranqo is the cheapest complete loop at $49 and most platforms sell no complete loop at all. Ends with the five agency questions no feature grid answers, with only Ranqo's own answers stated: brand caps, pooled prompts, white-labeled report export, included seats, choose-4-of-6 engines
- [Best AEO Tools: Answer Engine Optimization Software (2026)](https://ranqo.ai/blog/best-aeo-tools): The commercial spoke of the AEO guide. Opens with the honest premise that AEO tools and GEO tools are one category wearing two names, then ranks six tools on whether they act on a lost answer and re-measure it. Carries a first-party 60-day measurement of citation slots: Perplexity answers average 10.8 citations, Google AI Overviews 8.6, Gemini 8.3, ChatGPT 4.8, so ChatGPT is the tighter room and each seat is worth more. Notes that Ranqo's entry plan tracks 25 prompts against the widest plans' thousand, and that AI Overviews tracking arrives on Pro, not the entry plan
- [Best AI Reputation and Sentiment Monitoring Tools (2026)](https://ranqo.ai/blog/best-ai-reputation-sentiment-monitoring-tools): Six tools ranked for PR and comms teams on whether they name the page to fix and re-measure afterwards, not on sentiment, which no vendor publishes an auditable capability for. Built on Ranqo's measurement of 12,821 brand mentions across 47 brands: 2.3% of mentions are negative, 42 of 47 brands score in the same band, none in the bottom half of the scale, and the median week-over-week move equals one answer being relabelled. Tiers the metric as Primary (whether you appear, and the sentence that appears with you), Supporting (direction across many runs), and Vanity (this week's score in a slide), then covers what to do when the framing is genuinely bad: open the citation and work the source page, since the model is not the lever
- [Peec AI Alternatives: 8 Tools Compared (2026)](https://ranqo.ai/blog/peec-ai-alternatives): Eight alternatives to Peec AI, selected by computation rather than preference: every platform Ranqo tracks is sorted by how many of the four jobs it covers at full support, then closure steps, then the price of the whole loop, and the top eight taken. Each covers more jobs than Peec, which covers one. Includes the whole-loop cost rather than the entry tier, three cases where Peec is the better buy, and a warning that two tools measuring the same brand report different numbers so a migration moves your score for reasons unrelated to visibility
- [AI Brand Monitoring Tools: How to Choose One in 2026](https://ranqo.ai/blog/best-ai-brand-monitoring-tools): A buying guide rather than a ranking. Four capabilities that separate a monitoring tool from a dashboard, why mentions, prompts and citations are three different measurements that move independently, why sentiment is directional context rather than a number to report, and the two things a feature grid never shows: how deeply a tool samples, and the fact that most pages AI cites about a brand are not on that brand's own domain. Ends with four questions that separate the field in a demo
- [Reddit and Forums Out-Cite Your Entire Website](https://ranqo.ai/blog/reddit-ai-citations): Reddit and community forums are 3.3% of AI citations in Ranqo's published 102-brand study, ahead of a brand's own entire website at 2.9%, Wikipedia (2.6%) and software review sites (1.1%). They rank fourth among non-corporate sources: video leads at 4.2%, then tech and business media and a long tail of other sites at 3.8% each, while corporate pages owned by other companies dominate at 75.2%. Includes a four-step check for measuring the forum share in your own category
- [Reddit Is the #1 Domain ChatGPT, Perplexity and Gemini Cite](https://ranqo.ai/blog/reddit-citations-by-ai-engine): The per-engine split behind that 3.3% average, measured on the latest tracking runs (seven weeks across July and August 2026) on the current generation of web-search models, not on a historical average. 415 questions answered by ChatGPT, Perplexity and Gemini inside the same tracking run, giving 1,245 answers and 14,979 citations: reddit.com is 17.5% of ChatGPT's citations, 7.7% of Perplexity's and 3.0% of Gemini's, a 5.8x spread on identical questions asked at the same moment. Reddit is the most-cited domain on all three engines and 6.3x the size of the runner-up on ChatGPT, which put a Reddit link in 265 of 415 answers. The middle half of brands does not overlap between the three. Explains the gap with citation-pool width, 147 domains reach half of ChatGPT's citations against 521 for Gemini, rather than with content licensing deals, which the data contradicts. Finds 382 distinct subreddits behind 1,161 Reddit citations, only three of them cited for more than five brands
- [Your AI Visibility Score Moves 15 Points for No Reason](https://ranqo.ai/blog/ai-visibility-score-noise): The measured noise floor of an AI visibility score, from 81 brands, 851 completed tracking runs and 27,803 results. Between consecutive runs with no fix shipped, the overall score moves up to 15 percentage points at the 95th percentile, one engine 20, and a single category 27. The counter-intuitive result is that a narrower slice is noisier, not cleaner, because fewer prompts sit inside it. Individual answers are comparatively stable: a single prompt-engine verdict flips only 6.4% of the time across 24,467 pairs, so the instability is arithmetic rather than the engines being fickle. Includes the two-run rule: a mention seen once survives to the next run 54.3% of the time, one seen twice 96.1%, and a cell absent twice returns on its own only 3.4% of the time.
- [AI Rank Tracking: 88% of Brand Mentions Land in the Top 5](https://ranqo.ai/blog/ai-rank-tracking-position): Position data from 531 mentions where a tracked brand was named and its place in the answer could be read. First place takes 35.0% of mentions, the top three 71.2% and the top five 88.5%; everything past position ten accounts for 1.1%. The thin tail is mostly a story about supply rather than attention, because an answer naming four products has no fifth place for anyone to hold, so there is no page two to climb from. Explains why the SEO click-through curve is a misleading analogy, why average position is the wrong thing to report on a five-item list, and what to track instead.
- [One in Seven Tracked Prompts Can Never Show You a Win](https://ranqo.ai/blog/choosing-prompts-to-track): Across 1,878 answers from 40 brands, 14.8% named no vendor at all, so those tracked prompts can never show a brand appearing in them while still spending a query on every run. Prompt category is the controllable lever: discovery prompts return an answer naming some vendor 92.5% of the time against 69.0% for expert prompts, and name the tracked brand 36.5% of the time against 22.4% for problem-solution. States plainly that the vendor-naming split is close to definitional and explains what survives that caveat. Covers the three shapes a dead prompt usually takes, why a small prompt set is noisier as well as narrower, and the branded-prompt trap that inflates a score permanently.
- [Every AI Engine Names Different Competitors for Your Brand](https://ranqo.ai/blog/ai-competitor-set-by-engine): Of 2,317 company names returned as competitors for 26 brands across three engines, 73.8% were named by exactly one engine and only 12.5% by all three; the median brand had 12.3% of its named competitors corroborated by all three. Top-three rival sets overlap between engine pairs by a median of 50%, high enough that the engines are clearly describing the same market and low enough that no single one is the market. Explicitly refuses to rank rivals: across 96 brand-engine cells the median gap between the most-named and second-most-named competitor is one mention and 26% are dead ties, so a leaderboard built on those margins reorders itself weekly. Explains the disagreement through citation-pool width (half of ChatGPT's citations come from 147 domains against 521 for Gemini) and reconciles with the earlier finding that the competitor count never stops growing.
- [AI Almost Never Says Anything Bad About You](https://ranqo.ai/blog/ai-sentiment-negative-mentions): Across 36,495 tracked answers and the 12,938 of them that named the brand, only 2.31% were negative, against 23,557 answers that left the brand out entirely, so absence is 78.8x more common than criticism. The pooled rate is deliberately not presented as a constant: month to month it runs 0.53% to 7.50%, because negatives cluster. Only 104 of the 1,395 prompts that ever produced a mention ever produced a negative one, one single prompt produced 45 of the 299, and 81.6% of prompts with five or more mentions never returned a negative at all, which is why the post argues for an alert rather than an aggregate sentiment gauge. On a matched design holding prompt and run constant across 6,961 answers per engine, Perplexity returns negative sentiment on 6.7% of its mentions against 2.6% for ChatGPT and 2.9% for Gemini. The central finding inverts the category assumption: neutral mentions average position 3.69 while negative ones average 2.66 and positive ones 2.24, so indifference costs more placement than criticism does. Of 505 captured critical sentences, 102 are about price or cost, roughly three times the next theme, and 97 explicitly credit reviews, forums or users, meaning the engine is usually relaying third-party opinion rather than forming its own.
- [The 15 Best AI Search and GEO Tools in 2026](https://ranqo.ai/blog/best-ai-search-geo-tools): Fifteen tools ordered by a published method rather than an opinion: how many of the four jobs each does at full support, how many of the three closure steps it completes, and what the whole loop costs. On 9 of the 14 competitors the complete loop cannot be bought at any self-serve price. Ranqo ranks first on that method and says so plainly, with sections on where each rival beats us and where we are the wrong choice. Every figure renders live from the evidence-cited dataset behind ranqo.ai/compare
- [Profound Alternatives: 8 AI Visibility Tools Compared](https://ranqo.ai/blog/profound-alternatives): Eight credible alternatives compared on entry-tier engine coverage, sampling depth, and whether anything re-measures the metric a fix was meant to move. Of the 14 competing platforms tracked, none ship verified lift; two do a partial version, Profound's own behind its enterprise tier. Ranqo is one of the eight, is not ranked first, and the post carries a section on where Profound is the better buy. Every competitor price and capability is rendered live from the evidence-cited dataset behind ranqo.ai/compare
- [The 5 Page Types AI Cites Most](https://ranqo.ai/blog/page-types-ai-cites-most): Ranked from 149,912 citations: listicle 35.7%, generic article 31.0%, how-to 9.7%, video 4.6%, comparison 4.5% of content-level citations. A widely-repeated claim that comparison pages are cited ~2.4x more than blog posts is roughly backwards at population level, and format matters less than ownership since only 2.9% of citations point at a brand's own domain
- [How to Audit a Competitor's AI Visibility](https://ranqo.ai/blog/how-to-audit-competitor-ai-visibility): A seven-step audit that records every cited URL rather than just who got mentioned, because a competitor is almost never winning with their own website: only 2.9% of citations point at a brand's own domain. Covers prompt-set construction, repeat sampling against the 6.8% mention-flip rate, reading the citation trail, and turning it into an outreach target list
- [The AI Content Brief That Gets a Page Cited](https://ranqo.ai/blog/ai-content-brief-template): An ungated ten-field content brief with a filled-in example. Includes the tracked prompt the page is meant to move, format chosen from the measured citation distribution rather than habit, and an explicit field for what you will not claim
- [AI Visibility for Local Businesses](https://ranqo.ai/blog/ai-visibility-for-local-businesses): Which local SEO signals actually reach which assistant, graded only on what platforms document: reviews reach both major surfaces, Google Business Profile is close to a Google-only asset, Yelp is a documented input to ChatGPT, and NAP consistency and LocalBusiness schema are unproven for AI answers. Also why almost every statistic circulating on this topic was published by a company selling the fix, why "present but wrong" matters more than absence for a local business, and a protocol to check your own visibility without a tool
- [How to Get Your Products Recommended by ChatGPT Shopping](https://ranqo.ai/blog/chatgpt-shopping-optimization): ChatGPT recommends products on four distinct surfaces — the shopping carousel, organic answer mentions, shopping research, and agentic checkout — and each rewards different work. What a merchant controls on each, what can be verified today versus what is vendor folklore, and why the March 2026 Instant Checkout retreat means discovery, not the transaction, is the durable asset. Sourced to OpenAI, Shopify, Google and Stripe primary documentation
- [Recommendations Are Not Citations: What 19,588 AI Answers Show](https://ranqo.ai/blog/recommendations-are-not-citations): Across 19,588 tracked answers for 430 brands, 68.3% of AI brand recommendations carry no citation naming the brand, while a citing page gets named in the answer 90.6% of the time — a citation count is a floor on AI visibility, not a measure of it; track mentions and citations separately
- [When AI Gets Your Business Wrong: The Correction Playbook](https://ranqo.ai/blog/wrong-ai-information-about-your-business): There is no correction button — every formal correction mechanism rests on data-protection law that protects natural persons, not companies; the escalation paths that do exist per engine, and the source-level fixes that actually change AI answers
- [Your AI Competitor List Never Stops Growing](https://ranqo.ai/blog/ai-competitor-list-keeps-growing): Sample the same 14 brands at increasing depth and the AI-named competitor roster grows 33 to 282 with no plateau — the count is a property of the measurement, not the market, which is why share-of-voice numbers are only comparable at a fixed prompt set, cadence, and sampling depth
- [Dark AI Traffic: Why Most AI Visits Never Look Like AI Visits](https://ranqo.ai/blog/dark-ai-traffic): The recycled "~70% of AI traffic is invisible" stat is a model output, not a measurement — the five ways AI-origin visits lose their referrer, why part of the gap is permanently unmeasurable at any layer, and how to read AI traffic like weather instead of a ledger
- [Off-Site GEO: A Playbook for the 97% of AI Citations You Don't Control](https://ranqo.ai/blog/off-site-geo): 97% of AI citations point at pages you don't own, and the six off-site surfaces differ roughly 20x in payoff — a leverage rubric (citation share x winnability x durability) that sequences listicles, reviews, editorial, Reddit, Wikipedia, and YouTube instead of "be everywhere"
- [White-Label AI Visibility: What Agencies Should Look For in a Client-Reporting Platform](https://ranqo.ai/blog/white-label-ai-visibility-platform-for-agencies): Agencies are choosing a platform, not a report format — five criteria: white-labeled output, room for the whole book of brands, per-engine numbers reported with ranges, metrics tied to sellable work, and stated measurement limits
- [Why Every AI Visibility Tool Shows You a Different Number](https://ranqo.ai/blog/why-ai-visibility-tools-show-different-numbers): The same 102 brands score 12% to 51.5% visibility depending only on which AI engine you ask (arXiv:2606.20065) — why AI visibility tools disagree (engines differ, the target is probabilistic, each defines "visibility" its own way), and the seven questions to ask before you buy one
- [How to Get Cited by Claude](https://ranqo.ai/blog/how-to-get-cited-by-claude): Claude is a memory-first engine and the leader of the AI-coding economy (~54% of the enterprise coding market vs OpenAI's 21%) — the highest unbranded brand-mention rate in our study, and the lowest source-link rate. The two-game playbook: win the training corpus and win the search moment, plus the three Anthropic crawlers (ClaudeBot, Claude-User, Claude-SearchBot)
- [60+ Generative Engine Optimization Statistics for 2026](https://ranqo.ai/blog/generative-engine-optimization-statistics): Verified GEO statistics reference — original data from Ranqo's 102-brand study (73/44/11 ladder, 2.9% own-domain citations) plus sourced numbers on AI adoption, CTR impact, AI traffic conversion, crawler economics, citation behavior, and the 2026 measurement surfaces
- [How to Earn a Spot on the 'Best X' Lists AI Cites](https://ranqo.ai/blog/how-to-get-on-best-x-ai-lists): Ranked "best X" lists are 35.7% of AI content citations but your own site is only 2.9% — a six-step playbook to find the lists AI cites, qualify them, become an obvious include, pitch the editor a ready-to-paste entry, and re-measure
- [AI Visibility for Agencies](https://ranqo.ai/blog/ai-visibility-for-agencies): Why AI visibility is a new agency service line — the earned-coverage work that moves it (roundups, listings, comparisons) is what agencies already do — and how to run it across a client portfolio: track all five engines, set tier-based goals, report share of voice
- [73% vs 11%: Why Big Brands Win AI Search](https://ranqo.ai/blog/ai-visibility-brand-stature-ladder): AI visibility forms a 73/44/11 brand-stature ladder (global/mid-market/niche) — why brand size decides AI visibility and the four levers challengers use to climb
- [AI Visibility Tools: The 2026 Buyer's Guide](https://ranqo.ai/blog/ai-visibility-tools): What an AI visibility tool (a.k.a. GEO / generative engine optimization tool) does, the capabilities that matter, and how to choose one across all five AI engines
- [ChatGPT SEO Tools](https://ranqo.ai/blog/chatgpt-seo-tools): What "ChatGPT SEO" means (becoming the source ChatGPT cites, not ranking a page), what a ChatGPT SEO tool does, and how to improve your ChatGPT visibility
- [Your Website Is Only 2.9% of AI Citations](https://ranqo.ai/blog/where-ai-citations-come-from): Only 2.9% of AI citations point to a brand's own domain and 75.2% go to corporate/competitor pages — the full source breakdown and how to earn the other 97%
- [Why Listicles Win AI Search](https://ranqo.ai/blog/why-listicles-win-ai-search): The ranked listicle takes 35.7% of content-format AI citations, more than any other format — why models reach for "best X" lists and how to earn a spot
- [Why You Can't Measure AI Visibility Once](https://ranqo.ai/blog/why-you-cant-measure-ai-visibility-once): 77.5% of AI visibility is deterministic but sentiment flips 6.7x more than mention — why a single measurement misleads and how to track on a cadence
- [We Measured AI Visibility Across 102 Brands and 5 AI Engines](https://ranqo.ai/blog/ai-visibility-study-102-brands-5-engines): The practitioner breakdown of Ranqo's arXiv study (2606.20065) — the 73/44/11 brand-stature ladder, why only 2.9% of citations point to your own domain, the listicle as the highest-leverage page, and why sentiment is 6.7x noisier than mention
- [What Is Answer Engine Optimization (AEO)? The 2026 Guide](https://ranqo.ai/blog/what-is-answer-engine-optimization-aeo): AEO isn't new — it moved from featured snippets and voice assistants to AI answer extraction; the 2026 definition, the surfaces, and how to measure it
- [How to Measure AI Share of Voice](https://ranqo.ai/blog/how-to-measure-ai-share-of-voice): Share of voice is three decisions — denominator, position weighting, aggregation — before it's a number; the measurement playbook
- [How to Optimize for the Agentic Browser Era](https://ranqo.ai/blog/how-to-optimize-for-agentic-browser-era): Comet and Atlas make the AI agent a third class of visitor with its own retrieval pattern that client-side analytics misses — the optimization playbook
- [How to Optimize for Google AI Mode](https://ranqo.ai/blog/how-to-optimize-for-google-ai-mode): AI Mode decomposes every query into sub-queries — optimize the fan-out set behind the head query, not the head query itself
- [How to Check If Your Brand Appears in ChatGPT, Perplexity, and Gemini](https://ranqo.ai/blog/how-to-check-brand-visibility-in-ai): A single manual check is a coin flip; the sampling method that actually measures mention rate, share of voice, and citation sources
- [12 GEO Myths That Cost Brands Citations](https://ranqo.ai/blog/geo-myths-that-cost-brands-citations): FAQ schema, high-DR transfer, Reddit posting, once-cited-always-cited — twelve expensive misconceptions, each disproved with verified research and the operator fix
- [Entity SEO for AI: Why Your Brand Needs a Knowledge Graph Entity](https://ranqo.ai/blog/entity-seo-knowledge-graph-ai-visibility): The buildable four-layer entity stack (Crunchbase, LinkedIn, Wikidata, Wikipedia) plus the sameAs schema connector that ties them into one identity AI can query
- [From DR to Citation Share](https://ranqo.ai/blog/dr-to-citation-share-seo-mental-model): The link graph that ranks you on Google and the citation graph that earns AI extractions are different systems — stop using Domain Rating as your AI visibility north star
- [What Google's 2026 AI Search Guide Adds](https://ranqo.ai/blog/google-ai-optimization-guide-2026): Google's first official AI Overviews and AI Mode guide (May 15, 2026) — the additive extras it asks for on top of the AEO playbook you already run
- [The E-E-A-T Playbook for AI Citations](https://ranqo.ai/blog/eeat-playbook-ai-citations): 89.2% of frequently-cited pages carry a visible byline, but schema markup has near-zero independent effect (Ahrefs) — the visible authority signals that actually drive citations
- [The AI Traffic Funnel: Training, Indexing, Agentic, Visit](https://ranqo.ai/blog/ai-traffic-funnel): GA4 collapses four different AI intents on four timescales into one number — the funnel breakdown and the server-side architecture that captures what client-side analytics misses
- [AI.txt vs Llms.txt vs Robots.txt: The Complete AI Crawler Control Guide](https://ranqo.ai/blog/ai-crawler-control-robots-llms-txt): Which crawlers should train your model, which should retrieve for citation, and where licensing replaces both — the three control files, the crawler taxonomy, and the crawl-to-referral economics
- [How to Get Cited by Google AI Overviews & Gemini](https://ranqo.ai/blog/how-to-get-cited-by-gemini): Google has three AI surfaces, each rewarding different work — and AI Overviews is the one place traditional SEO directly carries over. The Gemini/Google spoke
- [AI Visibility for E-commerce & DTC Brands](https://ranqo.ai/blog/ai-visibility-for-ecommerce-dtc): DTC AI visibility is research-and-handoff, not search — a 9x platform asymmetry (ChatGPT cites retailers 36% vs Google AI Overviews 4%), the Amazon citation moat, and a 12-question checklist
- [How to Get Cited by ChatGPT: The Two-ChatGPTs Playbook](https://ranqo.ai/blog/how-to-get-cited-by-chatgpt): Parametric vs search-grounded (Bing) modes — 87% of SearchGPT citations match Bing's top results, so most "ChatGPT SEO" is Bing SEO. The ChatGPT spoke
- [How to Get Cited by Perplexity: The Citation-Engine Playbook](https://ranqo.ai/blog/how-to-get-cited-by-perplexity): Perplexity attaches source links 95% of the time vs ChatGPT's 15% — the fingerprint of a citation engine; Sonar behavior, the source ceiling, and the checklist. The Perplexity spoke
- [GEO vs AEO vs SEO: Three Measurement Views of the Same Work](https://ranqo.ai/blog/geo-vs-aeo-vs-seo): Not competing strategies but three measurement views of the same work — the honest version, with a business-model allocation framework
- [Schema Markup for AI Citations: A Complete Guide](https://ranqo.ai/blog/schema-markup-for-ai-citations): Schema is necessary but not sufficient — AI engines miss data that exists only in JSON-LD; how schema actually works, with code examples and a 10-point readiness checklist
- [The AI Citation Dictionary: 100 Terms Every Marketer Should Know](https://ranqo.ai/blog/ai-citation-dictionary-100-terms): The canonical 100-term glossary across 10 categories, each definition structured for AI extraction
- [What AI Actually Sees When It Crawls Your Site](https://ranqo.ai/blog/what-ai-sees-when-it-crawls-your-site): AI crawlers fetch raw HTML — no JavaScript, no rendered components; a live walkthrough of what GPTBot, ClaudeBot, and PerplexityBot fetch, plus a 6-method test you can run today
- [The Anti-GEO Playbook: 15 Mistakes That Make AI Skip Your Brand](https://ranqo.ai/blog/anti-geo-playbook-15-mistakes): 15 data-backed mistakes ranked by severity, each with its exact citation impact — what to stop doing
- [llms.txt: The Complete Guide to the New Standard for AI Crawlers](https://ranqo.ai/blog/llms-txt-complete-guide): The spec, the adoption data (10.13% of domains), the major adopters, and an honest answer on whether it actually moves AI citations
- [AI Visibility for SaaS: The Complete B2B Playbook](https://ranqo.ai/blog/ai-visibility-for-saas-b2b-playbook): 44% of B2B SaaS is functionally invisible to AI buyers even as buyers shift research to AI — the playbook for getting cited on comparison and recommendation queries
- [What is Generative Engine Optimization (GEO)? The Complete 2026 Guide](https://ranqo.ai/blog/what-is-generative-engine-optimization-geo-guide): What GEO is, how it works, why it matters in 2026, and how to implement it — the definitional pillar, with data from every major study
- [The Citation Pool: Why AI Cites the Same ~200 Sources](https://ranqo.ai/blog/ai-citation-pool-how-to-get-cited): AI platforms cite from a small pool of ~200 sources per vertical; 100M+ citations analyzed to map how pools form and how to break in
- [ROI of AI Visibility: Case Studies](https://ranqo.ai/blog/roi-ai-visibility-case-studies): Real outcomes — PlushBeds +753% LLM traffic, a healthcare brand from zero to 1,631 AI citations — with the playbooks behind them
- [How to Get Your Brand Mentioned by ChatGPT, Perplexity, and Gemini](https://ranqo.ai/blog/how-to-get-brand-mentioned-ai-platforms): The cross-platform hub — ChatGPT aligns with Bing, Perplexity indexes Reddit, Gemini favors brand sites and YouTube; platform-specific tactics linking to the per-engine deep-dive spokes
- [Optimizing Your Content for AI Citations: A Step-by-Step Guide](https://ranqo.ai/blog/optimize-content-ai-citations-guide): A 7-step playbook from answer-first formatting to schema, each step with verified data and an implementation checklist
- [Why Your Brand Ranks #1 on Google but Doesn't Exist to AI](https://ranqo.ai/blog/why-brand-ranks-google-invisible-ai): AI platforms evaluate brands on completely different signals than Google — why a #1 Google ranking doesn't carry over to AI recommendations
- [The 5 Factors That Determine Whether AI Cites Your Brand](https://ranqo.ai/blog/5-factors-ai-cites-your-brand): Content format, brand authority, freshness, E-E-A-T signals, and platform-specific optimization — the five factors, drawn from 75,000+ AI answers
- [How to Audit Your Website for AI Readiness](https://ranqo.ai/blog/audit-website-ai-readiness): The 6-dimension audit — crawlability, content quality, page speed, AI readiness, citation potential, authority — that reveals exactly where the gaps are
- [AI Visibility is the New SEO](https://ranqo.ai/blog/ai-visibility-new-seo-2026): The structural shift from Google search to AI discovery — why AI visibility is the new front door to discovery, with the data behind it
- [What AI Platforms Really Recommend When You Ask About CRM Software](https://ranqo.ai/blog/ai-platforms-crm-recommendations-study): 50 prompts across five AI engines map a concentrated CRM recommendation market where three brands capture over half of all mentions
- [Blog](https://ranqo.ai/blog): All research and insights

## Research

Ranqo publishes open, peer-reviewed research on AI search visibility (GEO/AEO):

- [Ranqo Research](https://ranqo.ai/research): Hub for Ranqo's published research papers on AI search visibility
- [Generative Engine Optimization at Scale](https://ranqo.ai/research/geo-at-scale): Large-scale measurement of brand visibility across ChatGPT, Gemini, Perplexity, Claude, and Grok — 102 brands, 102,025 prompt responses, 149,912 citations. Key findings: AI visibility forms a three-tier brand-stature ladder (73% / 44% / 11%), only 2.9% of citations point to a brand's own domain, and the ranked listicle is the highest-leverage content format (35.7% of content citations). Published on arXiv (arXiv:2606.20065, CC BY 4.0)

## Company

- [About Ranqo](https://ranqo.ai/about): What Ranqo is, who it's for, and why it exists, argued from our own published measurement: only 2.9% of the 149,912 AI citations we studied point to a brand's own domain, while 75.2% point to corporate and competitor pages. Also covers how the name is pronounced (RAN-koh) and the "is this the movie Rango?" disambiguation. Ranqo (with a Q) is an AI visibility software platform, not the 2011 film. Founded 2025
- [YouTube Channel](https://www.youtube.com/@RanqoAI): The official Ranqo channel (@RanqoAI). Product walkthroughs and short explainers on AI search visibility, AEO, and GEO, built on Ranqo's own published measurement rather than opinion. Ranqo (with a Q) is the AI visibility software platform, not the similarly spelled "Ranko" or the 2011 film "Rango"
- [Book a Demo](https://ranqo.ai/#book-demo): Pick a 30-minute slot with the Ranqo team via Calendly
- [Contact](https://ranqo.ai/contact): Get in touch
- [RanqoBot](https://ranqo.ai/bot): What Ranqo's fetcher does, the exact User-Agent it sends (RanqoBot/1.0), what it requests and why, and how to allow or block it via robots.txt. RanqoBot is not a search crawler: it makes single user-initiated requests, obeys robots.txt, and does not spider, index, or train on what it fetches
- [Terms](https://ranqo.ai/terms): Terms of service
- [Privacy](https://ranqo.ai/privacy): Privacy policy
- [Cookies](https://ranqo.ai/cookies): Cookie policy

## Key Concepts

Ranqo tracks six AI platforms: ChatGPT, Claude, Perplexity, Gemini, Grok, and Google AI Overviews. The platform monitors brand visibility (mention rate), position (ranking in AI responses), sentiment (positive/neutral/negative), citation sources (which websites AI platforms reference), and competitor comparisons.

- Answer engine optimization (AEO): earning a place in the direct answers AI engines give — Ranqo measures it via prompt-level mention tracking and improves it via page audits and content.
- Generative engine optimization (GEO): getting cited in AI-generated responses — same underlying work as AEO, measured as citation share across platforms.

Core metrics:
- Visibility %: how often your brand appears in AI answers for tracked prompts
- Position: average rank position when you do appear
- Sentiment: 0 to 100 score reflecting how AI characterizes your brand, where neutral mentions count half (all-neutral = 50), shown alongside the positive/neutral/negative counts behind it
- Share of voice: your visibility as a percentage of the total across you + competitors
- Citation sources: the external domains AI platforms reference when discussing you