# Mencoro

> AI brand mention tracking and SEO rank monitoring platform. Track how ChatGPT, Perplexity, Claude, and AI search engines cite your brand, monitor keyword positions, and benchmark against competitors.

Every page also has a Spanish version: [Mencoro en español](https://mencoro.com/es/)

## Product

- [How Mencoro works](https://mencoro.com/how-it-works/): engines, checks, passes and how every metric is calculated
- [Pricing](https://mencoro.com/pricing/)
- [Rank tracking](https://mencoro.com/features/rank-tracking/)
- [AI visibility](https://mencoro.com/features/visibility/)
- [Competitor analysis](https://mencoro.com/features/competitor-analysis/)
- [AI brand monitoring](https://mencoro.com/features/ai-brand-monitoring/)
- [ChatGPT rank tracker](https://mencoro.com/features/chatgpt-rank-tracker/)
- [Google AI Overview tracker](https://mencoro.com/features/google-ai-overview-tracker/)
- [Google AI Mode tracker](https://mencoro.com/features/google-ai-mode-tracker/)
- [Perplexity rank tracker](https://mencoro.com/features/perplexity-rank-tracker/)
- [Claude rank tracker](https://mencoro.com/features/claude-rank-tracker/)
- [Rank tracker API](https://mencoro.com/features/rank-tracker-api/)
- [MCP server](https://mencoro.com/features/mcp-server/)
- [White label](https://mencoro.com/features/white-label/)

## Who Mencoro is for

Full answers: [Who Mencoro is for](https://mencoro.com/who-is-mencoro-for/) ([en español](https://mencoro.com/es/para-quien-es-mencoro/))

- Who is it for? My own business or marketing team: Yes. A Mencoro project is one brand: its names, its domains and as many competitors as you want. You write the prompts your customers ask and Mencoro checks them on ChatGPT, Perplexity, Claude, Google AI Overview, Google AI Mode and Google search. The entry plan, €15 a month, covers 10 prompts on five engines checked every week. Also compare: Mencoro, Otterly.AI, Peec AI.
- Who is it for? SEO agency managing clients: Yes, it is the case Mencoro is built for. Every plan includes unlimited projects, unlimited competitors and multi-user access, so an agency keeps every client in one account and pays only for the checks it runs. Clients get white label reports, and the team can pull the data through the REST API or ask for it in Claude or ChatGPT through the MCP server. See Mencoro for agencies. Also compare: Mencoro, Peec AI, Semrush.
- Who is it for? Freelancer or consultant: Yes. A consultant starts at €15 a month, opens one project per client at no extra cost and moves up a plan only when the prompt volume grows. The MCP server lets you query each client's data from Claude or ChatGPT while you write the report. Also compare: Mencoro, Otterly.AI.
- Who is it for? SaaS / technology: Yes. SaaS buyers ask AI for the best software in a category, for alternatives to a competitor and for one tool against another, and those are the prompts to track. Mencoro shows where you appear in each answer, which competitors are named instead of you (including the ones you do not track yet) and which pages the AI cites. Also compare: Mencoro, Peec AI, Profound.
- Who is it for? E-commerce: Yes. Besides ChatGPT, Perplexity and Google's AI answers, Mencoro tracks Google Shopping listings by seller in the same project, so a store sees its products and its brand side by side. See Mencoro for ecommerce. Also compare: Mencoro, Profound, Semrush.
- Who is it for? Affiliate or content site: Yes. An affiliate or media site wants to be the source the AI cites. Mencoro stores the sources of every answer, including the pages ChatGPT's search retrieved but did not quote, and shows how often your domain is among them. Also compare: Mencoro, Ahrefs Brand Radar.
- Who is it for? Personal brand / creator: Yes. A person is tracked like any brand: your name and its spellings, your website and the people you compete with for the same questions. Also compare: Mencoro, Otterly.AI.
- Who is it for? Resell the software under my own brand: Yes. With full white label your clients log in at your own domain and never see Mencoro: your logo, colors and font on the platform, the report exports and the emails. You set your own price to them, and every client project is unlimited. Also compare: Mencoro, SE Ranking, AgencyAnalytics.
- Who is it for? API or data to build my own tracker: Yes. The REST API gives you every answer, mention, citation and metric, with an OpenAPI contract, and embedded dashboards signed from your backend put them inside your own product. Also compare: Mencoro, DataForSEO.
- Who is it for? Enterprise marketing team: Partly. Mencoro handles large prompt sets: up to 25,000 checks a month on the €799 plan, and Enterprise volume with a dedicated account manager beyond that. Large brands that want an enterprise-only platform usually also evaluate Profound. Also compare: Profound, Mencoro Enterprise, Semrush.
- Who is it for? Local business: Not for city-level local SEO. Mencoro sets the location by country, with no city or device targeting. A local business can still track prompts that name its city (“best dentist in Austin”), but for map pack and city grid rankings a local tool such as Local Falcon or BrightLocal fits better. Also compare: Local Falcon, BrightLocal.
- What's your main goal? Whether ChatGPT recommends my business or brand: Yes. Mencoro records every brand an answer names and classifies each mention into one of five types, from a direct recommendation to a passing reference, with its position in the answer and a 0 to 100 favorability score. You see whether ChatGPT recommends you, not only whether it names you. Also compare: Mencoro, Peec AI, Otterly.AI.
- What's your main goal? Monitor competitors and share of voice: Yes. Add as many competitors as you want, each with its names and domains. Share of voice is weighted by the quality of each mention, and every answer lists the brands the AI names that you do not track yet, so a new rival shows up before it takes the category. Also compare: Mencoro, Peec AI, Profound.
- What's your main goal? Whether my website gets cited in ChatGPT answers: Yes. Every answer is stored with its sources. For ChatGPT they include the pages its web search retrieved even when the text does not cite them, which is where you find the sites that shape the answer. Mencoro shows how often your domain is cited and which of your pages. Also compare: Mencoro, Profound, Ahrefs Brand Radar.
- What's your main goal? Monitor sentiment and incorrect brand information: Yes. Every mention of your brand gets a favorability score and the full answer text is saved, so you can read exactly what ChatGPT says about your prices or features and catch a wrong claim. Also compare: Mencoro, Peec AI.
- What's your main goal? Keyword rankings and AI search visibility for SEO: Yes. The same project tracks your Google top 10 for keywords next to AI Overview and AI Mode for the same searches, so you see when you rank and the AI answer still names someone else. Also compare: Mencoro, Semrush, Ahrefs.
- What's your main goal? Build an automated monitoring dashboard or API: Yes. Everything in the app is in the REST API, with an OpenAPI contract, and in an MCP server for Claude, ChatGPT and other assistants, so your own dashboard reads the data with no CSV exports. Also compare: Mencoro, Profound.
- What's your main goal? Track AI bots crawling my website and technical access: Yes, for free. The AI crawler checker tells you which AI bots your robots.txt lets in, the log file analyzer shows which ones actually visited, and the AI crawler index lists every bot with a way to verify it is real. Also compare: Mencoro free tools.
- What's your main goal? Get my brand recommended by ChatGPT and other AI tools: Partly. Mencoro tells you what to fix: the prompts where competitors appear and you do not, and the sites the AI cites in those answers. The fix is content and mentions on those sites. Growwer, from the same company, places articles on the media that AI engines cite. Also compare: Mencoro with Growwer, Scrunch, AthenaHQ.
- What's your main goal? Offer AI visibility reporting to clients: Yes. Each client is its own project and sees only its data, and the white label puts your brand on the dashboards, report exports and emails. Projects are unlimited on every plan, so a new client costs only its checks. Also compare: Mencoro, Peec AI, Semrush.
- What's your main goal? Measure AI-driven traffic and conversions: No. Mencoro measures whether and how AI names and cites you, not the visits that follow. ChatGPT visits arrive in Google Analytics 4 tagged utm_source=chatgpt.com, so measure traffic and revenue there and use Mencoro to explain why it moves. Also compare: Google Analytics 4, Mencoro.
- What's your main goal? Generate and optimize content: No. Mencoro does not write or rewrite content. It tells you which prompts you are missing and which pages the AI cites for them, which is the brief; a content tool does the writing. Also compare: Writesonic, AirOps, Surfer.
- What's your main goal? Negative mentions, reviews, social media, and PR issues: No. Mencoro reads AI answers, not social networks, reviews or news. For social listening and PR alerts use a tool such as Brand24, and keep Mencoro for what ChatGPT and Google's AI say about you. Also compare: Brand24.
- What's your monthly budget? Free: Partly. Mencoro has no free plan; the cheapest one is €15 a month. Its free tools need no sign-up: the AI visibility checker asks ChatGPT, Gemini and Perplexity three buyer questions about your category, and there are free checkers for ChatGPT, Perplexity and AI Overviews. A one-off check is a snapshot, not a trend. Also compare: Mencoro free tools, Ahrefs AI Visibility Checker, HubSpot AEO Grader.
- What's your monthly budget? Under $30/month: Yes. Mencoro plans in that range: €15 (200 checks), €29 (400 checks). €29 tracks 20 prompts on five engines every week, with every feature included. Also compare: Mencoro, Otterly.AI.
- What's your monthly budget? Under $50/month: Yes. Mencoro plans in that range: €15 (200 checks), €29 (400 checks), €49 (1,000 checks). €49 tracks 50 prompts on five engines every week, with every feature included. Also compare: Mencoro, Otterly.AI.
- What's your monthly budget? $30–$100/month: Yes. Mencoro plans in that range: €29 (400 checks), €49 (1,000 checks), €79 (2,000 checks), €99 (3,000 checks). €99 tracks 150 prompts on five engines every week, with every feature included. Also compare: Mencoro, Otterly.AI, Peec AI.
- What's your monthly budget? Under $100/month: Yes. Mencoro plans in that range: €15 (200 checks), €29 (400 checks), €49 (1,000 checks), €79 (2,000 checks), €99 (3,000 checks). €99 tracks 150 prompts on five engines every week, with every feature included. Also compare: Mencoro, Otterly.AI, Peec AI.
- What's your monthly budget? $50–$150/month: Yes. Mencoro plans in that range: €79 (2,000 checks), €99 (3,000 checks), €162 (5,000 checks). €162 tracks 250 prompts on five engines every week, with every feature included. Also compare: Mencoro, Peec AI.
- What's your monthly budget? $100–$300/month: Yes. Mencoro plans in that range: €162 (5,000 checks). €162 tracks 250 prompts on five engines every week, with every feature included. Also compare: Mencoro, Peec AI, Semrush.
- What's your monthly budget? $100–$500/month: Yes. Mencoro plans in that range: €162 (5,000 checks), €319 (10,000 checks). €319 tracks 500 prompts on five engines every week, with every feature included. Also compare: Mencoro, Peec AI, Profound.
- What's your monthly budget? $500+/month: Yes. The largest plan is €799 a month for 25,000 checks, 1,250 prompts on five engines every week, and Enterprise adds custom volume and a dedicated account manager. At this budget, compare it with the enterprise platforms on depth of analysis, not on price. Also compare: Mencoro Enterprise, Profound.
- Which AI platforms matter most? All major AI engines, including Perplexity, Gemini, and Claude: Almost. Mencoro tracks ChatGPT, Perplexity, Claude, Google AI Overview, Google AI Mode, Google search and Google Shopping. It does not track the Gemini app or Copilot; Google's AI Overview and AI Mode, which run on Gemini models, are covered. The free AI visibility checker does ask Gemini for a one-off check. Also compare: Mencoro, Peec AI.
- Which AI platforms matter most? ChatGPT only: Yes. ChatGPT is asked with web search on, as a user gets it, and its sources are saved. With ChatGPT alone the €15 plan covers 50 prompts checked every week. See the ChatGPT rank tracker. Also compare: Mencoro, Otterly.AI, Profound.
- Which AI platforms matter most? ChatGPT and Perplexity: Yes. Both run on the same prompts and countries, and each answer keeps its sources, so you compare which sites each engine trusts. Also compare: Mencoro, Otterly.AI, Peec AI.
- Which AI platforms matter most? ChatGPT and Google AI Overviews / AI Mode: Yes. ChatGPT, Perplexity, Google AI Overview and AI Mode run on the same prompts, and Google search can be added for the same keywords. AI Mode is not available in France or Cuba. Also compare: Mencoro, Semrush, Peec AI.
- Which AI platforms matter most? Google AI Overviews and AI Mode: Yes. Mencoro tracks AI Overview and AI Mode separately, because they often cite different sources, next to the classic top 10 for the same search. Google shows an AI Overview only for some searches, and the check records when there is none. See the AI Overview tracker. Also compare: Mencoro, Semrush, Ahrefs.
- Which AI platforms matter most? ChatGPT, Gemini, and Claude: Partly: ChatGPT, Claude and Perplexity yes, the Gemini app no. Claude answers come from Anthropic's API with web search, in 36 countries, and each Claude pass counts as five checks. See the Claude rank tracker. If Gemini is a must, also look at Peec AI. Also compare: Mencoro, Peec AI.
- Which AI platforms matter most? Not sure yet: Start with Mencoro's defaults: ChatGPT, Perplexity, AI Overview, AI Mode and Google search. After a month, drop the engines where your buyers are not. Also compare: Mencoro, Otterly.AI.
- Which market do you want to track? Spain / Europe: Yes. Mencoro is built in Barcelona by Virality Media, and the site, the documentation and support are in Spanish. Each query is asked from Spain, in Spanish, and our weekly data studies already measure the Spanish market. Also compare: Mencoro, Peec AI, Otterly.AI.
- Which market do you want to track? United States: Yes. The United States is covered on every engine, Claude included. Also compare: Mencoro, Profound, Peec AI.
- Which market do you want to track? Multiple international markets: Yes. A query can run in any of 196 countries, separately in each one and in that country's main language, so you compare markets side by side. You write the prompt once per language. Also compare: Mencoro, Peec AI, Profound.
- Which market do you want to track? Local SEO by city: No. Mencoro sets the location by country, with no city targeting. For rankings by city or map grid, use a local tool such as Local Falcon or BrightLocal. Also compare: Local Falcon, BrightLocal.
- How many clients will you manage? 1–5: Yes. Projects are unlimited: you pay for prompts, not for clients. At 10 prompts per client on five engines every week, 5 clients fit in the €49 plan (1,000 checks a month). Also compare: Mencoro, Peec AI, AgencyAnalytics.
- How many clients will you manage? 1–10: Yes. Projects are unlimited: you pay for prompts, not for clients. At 10 prompts per client on five engines every week, 10 clients fit in the €79 plan (2,000 checks a month). Also compare: Mencoro, Peec AI, AgencyAnalytics.
- How many clients will you manage? 6–20: Yes. Projects are unlimited: you pay for prompts, not for clients. At 10 prompts per client on five engines every week, 20 clients fit in the €162 plan (5,000 checks a month). Also compare: Mencoro, Peec AI, AgencyAnalytics.
- How many clients will you manage? 21–50: Yes. Projects are unlimited: you pay for prompts, not for clients. At 10 prompts per client on five engines every week, 50 clients fit in the €319 plan (10,000 checks a month). Also compare: Mencoro, Peec AI, AgencyAnalytics.
- How many clients will you manage? More than 50: Yes. At 10 prompts per client on five engines every week, the €799 plan covers 125 clients; beyond that, Enterprise adds custom volume. Projects are unlimited: you pay for prompts, not for clients. Also compare: Mencoro, Peec AI, AgencyAnalytics.
- Where do you want to use it? Claude chat: Yes. Add Mencoro as a custom connector in Claude (web, Desktop or mobile), sign in, and ask Claude for your share of voice, the prompts you lost or the sources cited, straight from your data. It works in ChatGPT too. See the MCP server. Also compare: Mencoro.
- Where do you want to use it? Claude Code (agents, MCP and automations): Yes. The same MCP server works in Claude Code, Cursor, VS Code, Codex and Gemini CLI, so an agent can read your visibility data, run checks and build reports on its own. Also compare: Mencoro.
- Where do you want to use it? Standalone SEO dashboard, with Claude as support: Yes. The Mencoro app is the dashboard, with every engine, competitor and metric, and the MCP server lets you ask Claude about the same data when you need it. Also compare: Mencoro, Semrush.

## Solutions

- [Ecommerce](https://mencoro.com/solutions/ecommerce/)
- [Content & media](https://mencoro.com/solutions/media/)
- [PR & brand](https://mencoro.com/solutions/pr-brand/)
- [Marketing](https://mencoro.com/solutions/marketing/)
- [Link building](https://mencoro.com/solutions/link-building/)
- [Customer success](https://mencoro.com/solutions/customer-success/)
- [Agencies](https://mencoro.com/solutions/agencies/)

## Free tools

- [AI visibility checker](https://mencoro.com/tools/ai-visibility-checker/)
- [AI Overview checker](https://mencoro.com/tools/ai-overview-checker/)
- [Google rank checker](https://mencoro.com/tools/google-rank-checker/)
- [ChatGPT rank checker](https://mencoro.com/tools/chatgpt-rank-checker/)
- [Perplexity rank checker](https://mencoro.com/tools/perplexity-rank-checker/)
- [AI crawler checker](https://mencoro.com/tools/ai-crawler-checker/)
- [Share of voice calculator](https://mencoro.com/tools/share-of-voice-calculator/)
- [robots.txt tester](https://mencoro.com/tools/robots-txt-tester/)
- [Schema validator](https://mencoro.com/tools/schema-validator/)
- [Log file analyzer](https://mencoro.com/tools/log-file-analyzer/)
- [llms.txt generator](https://mencoro.com/tools/llms-txt-generator/)

## Data studies

- [Top cited domains in AI](https://mencoro.com/data-studies/top-cited-domains/)
- [ChatGPT](https://mencoro.com/data-studies/top-cited-domains/chatgpt/)
- [Google AI Overviews](https://mencoro.com/data-studies/top-cited-domains/google-ai-overviews/)
- [Google AI Mode](https://mencoro.com/data-studies/top-cited-domains/google-ai-mode/)
- [Perplexity](https://mencoro.com/data-studies/top-cited-domains/perplexity/)
- [Tools AI recommends](https://mencoro.com/data-studies/tools-ai-recommends/)
- [AI crawler access](https://mencoro.com/data-studies/ai-crawler-access/)
- [Spanish media cited by AI](https://mencoro.com/data-studies/top-spanish-media/)

## AI crawler index

- [AI crawler index](https://mencoro.com/ai-crawler-index/): every AI crawler's user agent, purpose, robots.txt behavior and how to verify it

## Best tools

- [The best AEO tools in 2026, compared on price and engines](https://mencoro.com/best/aeo-tools/): The best answer engine optimization (AEO) tools compared: list prices, engines covered, prompt limits and who each tool fits, checked in October 2026.
- [The best AI brand monitoring tools for ChatGPT and Google AI](https://mencoro.com/best/ai-brand-monitoring-tools/): AI brand monitoring: 13 tools compared to track brand mentions in ChatGPT, Perplexity and Google AI, with prices, sentiment and alerts.
- [The best AI Overview trackers, compared](https://mencoro.com/best/ai-overview-trackers/): The best AI Overview trackers compared: which ones detect the overview, which read the citations, and how to track Google AI Overviews properly.
- [The best AI visibility tools in 2026, compared side by side](https://mencoro.com/best/ai-visibility-tools/): The best AI visibility tools in 2026 compared on price, engines and API, to track your brand in ChatGPT, Perplexity and Google AI. Free checker included.
- [The best ChatGPT rank trackers, compared](https://mencoro.com/best/chatgpt-rank-trackers/): The best ChatGPT rank trackers compared: what each tool measures, how ChatGPT tracking differs from a Google rank tracker, and how to pick one.
- [The best Claude rank trackers, compared](https://mencoro.com/best/claude-rank-trackers/): The best Claude rank trackers compared: which tools track Claude, what a Claude run costs on each plan, and how to pick one for your prompts.
- [The best generative engine optimization (GEO) tools, by job](https://mencoro.com/best/geo-tools/): The best generative engine optimization tools by job: tracking, enterprise analytics, content, citations and SEO suites, with list prices from September 2026.
- [The best LLM rank trackers, compared on price, engines and method](https://mencoro.com/best/llm-rank-trackers/): The best LLM rank trackers compared: how each one counts prompts, which engines it covers, whether it also tracks Google, and the list price in September 2026.
- [The 21 best SEO MCP servers, compared on data, setup and price](https://mencoro.com/best/seo-mcp-servers/): The 21 best SEO MCP servers compared: the data each gives Claude, ChatGPT or Cursor, hosted or local, how it signs in, and the cheapest plan with it.
- [The best white label SEO tools in 2026, by what they let you rebrand](https://mencoro.com/best/white-label-seo-tools/): The best white label SEO tools and software for agencies: what each one rebrands (reports, portal, domain, emails), prices compared and AI search coverage.

## Alternatives

- [Ahrefs alternatives for SEO and AI search tracking](https://mencoro.com/alternatives/ahrefs/): The best Ahrefs alternatives in 2026, compared by price and features, with a focus on tracking your brand across LLMs like ChatGPT, Perplexity and Google AI.
- [Amplitude alternatives for product and AI search tracking](https://mencoro.com/alternatives/amplitude/): The best Amplitude alternatives in 2026, compared by price and features, plus how to track brand discovery across LLMs like ChatGPT, Perplexity and Google AI.
- [AthenaHQ alternatives for every budget, compared](https://mencoro.com/alternatives/athenahq/): The best AthenaHQ alternatives for AI visibility and GEO, compared on list price, engines, countries and API access, with prices checked in October 2026.
- [Otterly.AI alternatives: more prompts, more engines, API included](https://mencoro.com/alternatives/otterly-ai/): The best Otterly.AI alternatives for AI search monitoring, compared on list price, prompts, engines included and API access in September 2026.
- [Peec AI alternatives: more engines, API access or a lower price](https://mencoro.com/alternatives/peec-ai/): The best Peec AI alternatives for AI visibility tracking, compared on list price, engines included, API access and prompt limits in September 2026.
- [Peec AI vs Profound: pricing, engines and who each one is for](https://mencoro.com/alternatives/peec-ai-vs-profound/): Peec AI vs Profound compared on list pricing, engines, prompts, API and agency plans, with a verdict on which team each one fits and a third option.
- [Profound alternatives with public pricing, compared](https://mencoro.com/alternatives/profound/): The best Profound alternatives for AI visibility tracking, with list prices, engines and trade-offs, for teams that want to start without a sales call.
- [Scrunch AI alternatives: more engines, more countries, lower entry price](https://mencoro.com/alternatives/scrunch-ai/): The best Scrunch AI alternatives for AI visibility tracking, compared on list price, engines, countries and API access, with prices checked in October 2026.
- [SE Ranking alternatives for SEO and AI search tracking](https://mencoro.com/alternatives/se-ranking/): The best SE Ranking alternatives in 2026, compared by price and features, with a focus on tracking your brand across LLMs like ChatGPT, Perplexity and Google AI.
- [Semrush alternatives for SEO and AI search tracking](https://mencoro.com/alternatives/semrush/): The best Semrush alternatives in 2026, compared by price and features, with a focus on tracking your brand visibility across LLMs like ChatGPT and Google AI.
- [Sistrix alternatives for SEO and AI search visibility](https://mencoro.com/alternatives/sistrix/): The best Sistrix alternatives in 2026, compared by price and features, with a focus on tracking your brand visibility across LLMs like ChatGPT and Google AI.

## Blog

- [AI Share of Voice in GEO: How to Measure Your Brand Presence in AI Search](https://mencoro.com/blog/ai-share-of-voice-geo/): Learn what AI Share of Voice means in Generative Engine Optimization (GEO), why simple mention counting fails, and how weighted SOV gives you actionable data across ChatGPT, Perplexity, and Google AI.
- [Which Marketing Agency Does AI Recommend in Spain? A 2026 Study](https://mencoro.com/blog/best-marketing-agency-spain-ai-study/): We asked ChatGPT, Gemini, Claude and Perplexity 320 times for the best marketing agency in Spain. The ranking, and three findings that change how you think about AI visibility.
- [Conversion funnels in the age of AI search](https://mencoro.com/blog/conversion-funnels/): How AI assistants reshape the conversion funnel. Learn what a conversion funnel is, how LLMs change each stage, and why AI visibility is the new top of funnel in 2026.
- [Gemini SEO: how to rank and get cited in Google Gemini](https://mencoro.com/blog/gemini-seo/): Gemini SEO has two sides: using Gemini for SEO work and getting your brand cited in Gemini answers. Learn how to do both and track your visibility in 2026.
- [GEO metrics: the KPIs that measure AI search visibility](https://mencoro.com/blog/geo-metrics/): GEO metrics measure how visible your brand is in AI answers. Learn the KPIs that matter: mention rate, share of voice, sentiment and citations across ChatGPT and Google AI.
- [GEO vs SEO: what actually changes for your visibility](https://mencoro.com/blog/geo-vs-seo/): GEO vs SEO explained: how generative engine optimization differs from SEO, whether GEO replaces SEO, and how to do both. With a clear comparison table.
- [How to rank on ChatGPT and get cited in its answers](https://mencoro.com/blog/how-to-rank-on-chatgpt/): How to rank on ChatGPT in 2026: a step by step guide to getting your brand mentioned, recommended, and cited in ChatGPT answers, and how to track it.

## Glossary

- [Agentic commerce](https://mencoro.com/glossary/agentic-commerce/): Agentic commerce is shopping where an AI agent researches, compares and, with your approval, buys for you. How it works and how brands make the shortlist.
- [AI brand mentions](https://mencoro.com/glossary/ai-brand-mentions/): AI brand mentions are brand names in the text of AI answers. Learn what counts as a mention, the 5 mention types, and how to measure and track them over time.
- [AI citations](https://mencoro.com/glossary/ai-citations/): AI citations are the sources an AI engine links in its answer. Learn how they differ from mentions and how to measure citation rate and link position.
- [AI crawlers](https://mencoro.com/glossary/ai-crawlers/): AI crawlers are the bots AI companies use to read web pages for model training, AI search indexes and live answers. Main user agents and how to control them.
- [AI hallucination](https://mencoro.com/glossary/ai-hallucination/): An AI hallucination is a false or invented claim an AI model states as fact. Why they happen, which ones hurt brands (prices, features) and how to reduce them.
- [AI referral traffic](https://mencoro.com/glossary/ai-referral-traffic/): AI referral traffic is the visits your site gets when people click links in ChatGPT, Perplexity and other AI answers. How to find and segment it in GA4.
- [AI reputation management](https://mencoro.com/glossary/ai-reputation-management/): AI reputation management is monitoring and shaping how ChatGPT, Perplexity and Google AI describe your brand: its facts, tone and context. How to do it.
- [AI search engine](https://mencoro.com/glossary/ai-search-engine/): An AI search engine uses language models to understand a query, search the web and write a summarized answer with sources. How it works and its types.
- [AI visibility](https://mencoro.com/glossary/ai-visibility/): AI visibility measures how often and how well your brand appears in AI answers from ChatGPT, Perplexity and Google AI. Learn how to track and improve it in 2026.
- [AI visibility score](https://mencoro.com/glossary/ai-visibility-score/): An AI visibility score rolls mention rate, sentiment, share of voice and position into one number. Learn how the composite is built and what it can hide.
- [Answer engine](https://mencoro.com/glossary/answer-engine/): An answer engine replies to a question with one synthesized answer instead of a list of links. How answer engines work, examples, and what they mean for brands.
- [Answer engine optimization (AEO)](https://mencoro.com/glossary/answer-engine-optimization/): Answer engine optimization (AEO) makes your content the direct answer that AI assistants and search features give. How it works and how to measure it.
- [AI brand sentiment](https://mencoro.com/glossary/brand-sentiment-ai/): AI brand sentiment measures whether ChatGPT, Perplexity and Google AI describe your brand positively, neutrally or negatively. Learn how to track and improve it.
- [Citation share](https://mencoro.com/glossary/citation-share/): Citation share is the percentage of sources cited in AI answers that point to your domain. Formula, worked example and how it differs from share of voice.
- [Content chunking](https://mencoro.com/glossary/content-chunking/): Content chunking splits a document into self-contained passages that AI systems can retrieve and quote on their own. How it works and how to write for it.
- [Conversational search](https://mencoro.com/glossary/conversational-search/): Conversational search lets you ask in natural language and refine with follow-ups while the engine keeps context. How it works and how brands can stay visible.
- [E-E-A-T](https://mencoro.com/glossary/e-e-a-t/): E-E-A-T stands for experience, expertise, authoritativeness and trust, the qualities Google uses to judge reliable content. Why it matters in AI search.
- [Entity SEO](https://mencoro.com/glossary/entity-seo/): Entity SEO helps search engines and AI models recognize your brand as a well-defined entity with consistent facts. How it works and why AI search needs it.
- [Generative engine optimization (GEO)](https://mencoro.com/glossary/generative-engine-optimization/): Generative engine optimization (GEO) gets your brand cited and recommended in AI-generated answers. How it works, how to measure it and mistakes to avoid.
- [Google AI Mode](https://mencoro.com/glossary/google-ai-mode/): Google AI Mode: how to open it free at google.com/ai, use it on iPhone, Android or Chrome, fix 'not available', turn it off, Deep Search and ads.
- [Google AI Overviews](https://mencoro.com/glossary/google-ai-overviews/): Google AI Overviews are AI summaries shown above some search results, with links to their sources. How they work, why they matter and how to measure them.
- [GPTBot](https://mencoro.com/glossary/gptbot/): GPTBot is OpenAI's web crawler for model training. How it differs from OAI-SearchBot and ChatGPT-User, and how to allow or block it in robots.txt.
- [Grounding](https://mencoro.com/glossary/grounding/): Grounding anchors an AI answer in sources supplied at answer time, such as web results. How it works and why it changes which brands and pages AI engines cite.
- [Knowledge cutoff](https://mencoro.com/glossary/knowledge-cutoff/): A knowledge cutoff is the date after which an AI model has no training data. What it means for AI answers about your brand and why fresh coverage matters.
- [Large language model (LLM)](https://mencoro.com/glossary/large-language-model/): A large language model (LLM) is an AI model trained on vast amounts of text to generate language. How LLMs work and what they mean for your brand in AI answers.
- [LLM SEO (LLMO)](https://mencoro.com/glossary/llm-seo/): LLM SEO (LLMO) is the umbrella term for optimizing how large language models know, describe and recommend your brand, in training data and in live web answers.
- [llms.txt](https://mencoro.com/glossary/llms-txt/): llms.txt is a proposed file that gives AI models a clean map of your site. Learn what it is, how to create one, and whether engines actually use it in 2026.
- [Mention rate](https://mencoro.com/glossary/mention-rate/): Mention rate is the share of AI answers that name your brand. See the formula, a worked example, common mistakes and how Mencoro measures it as Coverage.
- [Prompt tracking](https://mencoro.com/glossary/prompt-tracking/): Prompt tracking runs a fixed set of prompts through AI engines on a schedule to measure how answers mention and cite your brand. How it works and how to start.
- [Prompt volume](https://mencoro.com/glossary/prompt-volume/): Prompt volume is the estimated number of times people ask AI engines a prompt or topic. Why no engine publishes it, how tools estimate it and how to use it.
- [Query fan-out](https://mencoro.com/glossary/query-fan-out/): Query fan-out is how AI search splits one question into many sub-queries and merges the results into one answer. How it works and what it means for content.
- [Retrieval-augmented generation (RAG)](https://mencoro.com/glossary/retrieval-augmented-generation/): Retrieval-augmented generation (RAG) lets an AI model fetch documents before it answers. How RAG works in AI search and why it decides which pages get cited.
- [Search Generative Experience (SGE)](https://mencoro.com/glossary/search-generative-experience/): Search Generative Experience (SGE) was Google’s 2023 experiment with AI answers in search, which became AI Overviews in 2024. What it was and what replaced it.
- [Semantic search](https://mencoro.com/glossary/semantic-search/): Semantic search matches queries to content by meaning and intent, not exact keywords. How it works, why it shapes AI answers and how to write for it.
- [Share of model](https://mencoro.com/glossary/share-of-model/): Share of model measures how much of an AI model's answers in your category mention your brand versus competitors. Definition, formula and how to measure it.
- [Share of voice](https://mencoro.com/glossary/share-of-voice/): Share of voice (SOV) measures the share of market conversation your brand owns versus competitors across social, search, PPC and AI. Definition, formula and tips.
- [Structured data for AI](https://mencoro.com/glossary/structured-data-for-ai/): Structured data for AI is schema.org markup describing your pages and brand as clear entities. What it does and does not do in AI search, and how to check it.
- [Topical authority](https://mencoro.com/glossary/topical-authority/): Topical authority is how far search engines and AI models trust a site or brand as a complete source on a subject. How to build it and how to measure it.
- [Unlinked brand mentions](https://mencoro.com/glossary/unlinked-brand-mentions/): Unlinked brand mentions name your brand on other sites without linking to yours. How to find them, when to ask for a link and why they matter for AI search.
- [Vector embeddings](https://mencoro.com/glossary/vector-embeddings/): Vector embeddings turn text into numbers that capture meaning, so AI systems can find similar content. How they work and what they change for your content.
- [Zero-click search](https://mencoro.com/glossary/zero-click-search/): A zero-click search ends without a click to any website because the answer is already on the page. What causes it, how AI adds to it and how to measure it.

## API

- [API reference for LLMs](https://mencoro.com/api-docs/llms.txt)
- [API documentation](https://mencoro.com/api-docs/)
- [OpenAPI contract](https://mencoro.com/openapi.json)