Training Example: Mencoro – Review the Data, Give Your Score & Compare to the Real AI Evaluation

Industry Context — Common BS Fingerprints in Marketing, SEO & Advertising Agencies
Generic Claims: we grow businesses, results that speak for themselves, your marketing partner, proven track record…
Red Flags: guaranteed rankings or specific position promises, case studies with no client names or metrics, proprietary tools that are rebranded free tools, results claims without timeframes or baselines…
Semantic Drift Patterns: homepage claims data-driven but case studies show no metrics, claims full-service but team is three people, homepage targets enterprise but case studies are local businesses, claims proprietary methodology but describes standard practices…
Proof Expectations: named client case studies with before-and-after metrics, specific revenue or traffic numbers achieved, verified vendor partnerships with tier levels, team member profiles with specific expertise and career history…

Mencoro

(https://mencoro.com) 📸 Data Snapshot: August 5, 2026

Analyze the raw signals below. How would a machine score this business’s credibility?

Here are the exact signals captured from up to six pages of the site — the same raw inputs the evaluation engine analyzed. They are grouped by signal type so you can weigh each the way the machine does.

🏗️ Semantic Structure — heading hierarchy & page identity (Info Density · Commodity Fingerprint)
HOMEPAGE Mencoro | track your brand mentions in ChatGPT, Perplexity & AI search (https://mencoro.com)
Title

Mencoro | track your brand mentions in ChatGPT, Perplexity & AI search

Meta

Monitor how AI search engines cite your brand. Track brand mentions across ChatGPT, Perplexity, and AI-powered search, analyze trends, and benchmark against competitors.

H1 Track your brand mentions across AI search engines
H2 How AI brand mention tracking works
H2 AI brand monitoring, rank tracking & competitor analysis
H2 Track, analyze, and optimize your AI search presence
H2 Your AI search presence at a glance
H2 Choose a plan that fits your needs
H2 Trusted by SEO professionals worldwide
H2 Frequently Asked Questions
H2 Start tracking your brand in AI search today
H3 Monitor brand citations
H3 Analyze AI mention trends
H3 Benchmark vs competitors
H3 AI brand mention tracking across ChatGPT, Perplexity & more
H3 AI mention trend analysis & share of voice
H3 Also includes: SEO rank tracking & search visibility
H3 AI brand citation monitoring with mention types
H3 Source attribution
H3 Query tracking
H3 Competitor AI presence benchmarking
H3 Brand Mention Tracker
H3 Keyword Position Monitor
H3 AI Visibility Score
H3 Competitor Benchmark
H3 Trend Analysis
H3 Mention Type Analysis
H3 Product
H3 Resources
H3 Company
NAV_HEADER_HEADING_REPEATED_FOOTER AI search optimization: how to get cited in ChatGPT, Perplexity & AI search | Mencoro (https://mencoro.com/ai/ai-search/)
Title

AI search optimization: how to get cited in ChatGPT, Perplexity & AI search | Mencoro

Meta

Learn how AI search ranking works and how to optimize your content to get cited in ChatGPT, Perplexity, and AI-powered search engines. Understand GEO (Generative Engine Optimization) and track your progress.

H1 AI search optimization: how to get cited in ChatGPT, Perplexity & AI search
H2 AI search ranking factors
H2 AI search vs traditional SEO: what's different
H2 How to get cited in LLM responses
H2 Track your AI search optimization progress
H2 Which AI search engines matter most in 2026
H2 Common GEO mistakes to avoid
H2 Capsule content: the key to AI citations
H2 AI search optimization questions
H2 Start tracking your brand in AI search today
H3 Product
H3 Resources
H3 Company
NAV_HEADER_HEADING_REPEATED_FOOTER Mencoro pricing: AI brand monitoring & SEO rank tracking plans (https://mencoro.com/pricing/)
Title

Mencoro pricing: AI brand monitoring & SEO rank tracking plans

Meta

Choose the right Mencoro plan for your needs. Flexible pricing for AI brand mention tracking, SEO rank monitoring, and competitor analysis.

H1 Mencoro pricing: Plans for AI brand monitoring & SEO rank tracking
H2 Trusted by SEO professionals worldwide
H2 Pricing questions
H2 Start tracking your brand in AI search today
H3 Enterprise
H3 Product
H3 Resources
H3 Company
NAV_HEADER_HEADING_REPEATED_FOOTER SEO rank tracking tool: daily keyword position monitoring | Mencoro (https://mencoro.com/features/rank-tracking/)
Title

SEO rank tracking tool: daily keyword position monitoring | Mencoro

Meta

Track your keyword rankings across Google with daily position monitoring, historical rank data, query cluster analysis, and position volatility tracking.

H1 SEO rank tracking tool: daily keyword position monitoring
H2 Daily keyword position monitoring
H2 Historical rank data & trend analysis
H2 Query cluster analysis
H2 Position volatility tracking
H2 How rank tracking works in Mencoro
H2 Multi-provider reliability
H2 Country-level tracking
H2 Rank tracking questions
H2 Start tracking your brand in AI search today
H3 Product
H3 Resources
H3 Company
NAV_HEADER_HEADING_REPEATED_FOOTER AI search visibility tool: mention types, sentiment analysis & share of voice | Mencoro (https://mencoro.com/features/visibility/)
Title

AI search visibility tool: mention types, sentiment analysis & share of voice | Mencoro

Meta

Measure your AI visibility with mention rate, positivity index, and 5 mention type classifications. Track share of voice and sentiment trends across ChatGPT, Perplexity, and Google AI.

H1 AI search visibility tool: mention types, sentiment & share of voice
H2 Measure your AI presence with real metrics
H2 Share of voice analysis vs competitors
H2 Mention type classification across 5 categories
H2 AI visibility vs organic visibility: key differences
H2 How to improve your AI visibility
H2 Visibility tracking questions
H2 Start tracking your brand in AI search today
H3 Product
H3 Resources
H3 Company
NAV_HEADER_HEADING_REPEATED_FOOTER AI & SEO competitor analysis: benchmark share of voice, sentiment & mentions | Mencoro (https://mencoro.com/features/competitor-analysis/)
Title

AI & SEO competitor analysis: benchmark share of voice, sentiment & mentions | Mencoro

Meta

Compare your AI mention rate, share of voice, sentiment, and mention types against competitors. Track competitor movements across ChatGPT, Perplexity, and Google AI.

H1 Competitor analysis: benchmark AI mentions, sentiment & share of voice
H2 Discover your real SEO competitors
H2 Track competitor keyword positions
H2 AI competitor benchmarking
H2 AI search competitor tracking
H2 Competitor benchmarking dashboard
H2 How to use competitor data to improve your SEO
H2 Competitor analysis questions
H2 Start tracking your brand in AI search today
H3 Product
H3 Resources
H3 Company
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://mencoro.com) Mencoro | track your brand mentions in ChatGPT, Perplexity & AI search
Trusted by thousands of companies worldwide
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How it Works
[H2] How AI brand mention tracking works
Monitor your brand's presence in AI-generated search results with a simple three-step workflow.
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[H3] Monitor brand citations
Mencoro scans ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP for mentions of your brand, products, and key topics.
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[H3] Analyze AI mention trends
Track how your AI presence changes over time. Identify which queries trigger mentions and understand the context behind each citation.
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[H3] Benchmark vs competitors
Compare your AI brand presence against competitors. See who gets cited more, for which queries, and identify opportunities to improve. Key Features
[H2] AI brand monitoring, rank tracking & competitor analysis
Everything you need to track your brand in AI search, monitor keyword positions, and stay ahead of the competition.
[H3] AI brand mention tracking across ChatGPT, Perplexity & more
See exactly when and how AI search engines reference your brand. Track mentions across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP with source attribution.
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[H3] AI mention trend analysis & share of voice
Visualize how your AI presence evolves over time. Measure your share of voice in AI-generated answers and compare your citation frequency against competitors.
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[H3] Also includes: SEO rank tracking & search visibility
Beyond AI monitoring, Mencoro tracks your keyword positions across Google SERP with daily updates. Organize queries into clusters for topic-level analysis and track position volatility. Explore All Features Details
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Core Capabilities
[H2] Track, analyze, and optimize your AI search presence
From AI brand monitoring to competitor benchmarking, Mencoro gives you full visibility into AI-powered search engines.
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[H3] AI brand citation monitoring with mention types
Track when and how AI search engines mention your brand. Every mention is classified into 5 types (recommendation, comparison, listing, illustration, reference) with sentiment analysis.
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[H3] Source attribution
See exactly which AI engine cited your brand and the full context of each mention.
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[H3] Query tracking
Know which user queries lead AI engines to mention your brand or products. Start Tracking
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[H3] Competitor AI presence benchmarking
Compare how often your brand is cited vs competitors across all AI search engines Identify queries where competitors get cited but you don't, and find optimization opportunities Track competitor mention trends to spot shifts in AI search market share Get Started Analytics Dashboard
[H2] Your AI search presence at a glance
Visualize brand mentions, ranking positions, and competitor data in one unified analytics dashboard.
[H3] Brand Mention Tracker
Displays brand citations across AI search engines with source attribution, query context, and mention type classification.
[H3] Keyword Position Monitor
Shows current rankings for all tracked keywords with daily change indicators and historical trends.
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[H3] AI Visibility Score
Aggregated visibility metric measuring your brand's presence across both traditional and AI search engines.
[H3] Competitor Benchmark
Side-by-side comparison of your AI mention frequency, keyword positions, and visibility against competitors.
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[H3] Trend Analysis
Historical charts showing how your brand mentions, rankings, and visibility evolve over time.
[H3] Mention Type Analysis
Each mention classified as recommendation, comparison, listing, illustration, or reference with sentiment scoring.
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[IMG: Your AI search presence at a glance]
Pricing & Plans
[H2] Choose a plan that fits your needs
Flexible pricing for individuals, teams, and agencies. Track keywords, monitor AI brand mentions, and benchmark competitors. Pay per query. No hassle. No surprises.
Checks per month
200
Prompts or keywords
1025501002005001k Frequency
Daily
Weekly
Monthly
Countries
−
1
+
Channels
ChatGPT Google AI Overview Google AI Mode Google SERP Perplexity
Monthly
Annual
Save up to 24%
€15
/month (VAT incl.)
Enterprise volume
Get started Plus: Unlimited projects Unlimited competitors Multi-user access Query clusters for topic analysis Sentiment analysis per mention 5 mention types classified Multi-provider scraping for reliability Email support Trusted by SEO Professionals
[H2] Trusted by SEO professionals worldwide
See how businesses use Mencoro to track brand mentions in AI search, monitor rankings, and grow their organic visibility. The shift to generative search moved faster than any SEO change I've seen in a decade.
Clients stopped asking only about Google rankings and started asking where they show up in ChatGPT and Perplexity. Mencoro is the first tool giving me reliable tracking on GEO, with the kind of data I can actually hand off to a client and defend.
[IMG: avatar of the Álvaro Peña de Luna]
Álvaro Peña de Luna SEO Director at iSocialWeb For ecommerce, AI search is the new product discovery channel.
Shoppers increasingly ask ChatGPT for product comparisons instead of googling. If your store isn't in those answers, you're invisible. Mencoro shows me exactly which product pages get picked up by AI engines and where competitors are overtaking us, before it hits revenue.
[IMG: avatar of the Jordi Ordoñez]
Jordi Ordoñez Ecommerce Consultant For a SaaS like ours, earned media in AI answers is compounding distribution.
When an LLM cites your product as the recommended option, it works like a permanent review that scales with the model. Mencoro lets our team measure that signal weekly and tie it back to specific content and PR investments. No other analytics tool gives us this layer.
[IMG: avatar of the Marc Ortola]
Marc Ortola CTO at Growwer FAQ
[H2] Frequently Asked Questions
Common questions about AI brand mention tracking, SEO rank monitoring, and Mencoro's features. 1. What is AI brand mention tracking? AI brand mention tracking monitors how AI-powered search engines like ChatGPT, Perplexity, Google AI Overview, and Google AI Mode reference your brand in their responses. Unlike traditional SEO tracking that measures keyword positions, AI mention tracking captures when and how AI models cite your brand, products, or content in generated answers. 2. Which AI search engines does Mencoro monitor for brand mentions? Mencoro tracks brand mentions across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each channel is tracked separately so you can see where your brand is strongest. 3. How is Mencoro different from traditional rank trackers? Traditional rank trackers only monitor keyword positions in search engine results pages. Mencoro goes further by also tracking how AI search engines cite your brand in generated responses. You get a unified view of both traditional SEO rankings and AI search presence, giving you complete visibility into how users discover your brand across all search channels. 4. Can I track my competitors' AI mentions too? Yes. Mencoro allows you to monitor competitor brand mentions across the same AI search engines. You can compare citation frequency, see which queries trigger competitor mentions, and identify opportunities where competitors appear but you don't, helping you optimize your AI search strategy. 5. How often are AI brand mentions updated? Each tracked query runs on a refresh frequency you choose (daily, weekly, or monthly). Mencoro then aggregates the results into rank data at project, cluster, and individual query level so you can see how your mention rate, sentiment, and share of voice evolve over time. 6. What data do I get about each brand mention? For each mention, Mencoro provides the AI engine that cited you, the query that triggered the mention, the full context of how your brand was referenced, a timestamp, and any linked sources. You can also see whether competitors were mentioned in the same response and how the citation context changes over time. 7. Does Mencoro also track traditional SEO keyword rankings? Yes. In addition to AI brand mention tracking, Mencoro provides SEO rank tracking across Google SERP. You can monitor keyword positions, track historical ranking trends, and organize queries into clusters for topic-level analysis, all alongside your AI search data. 8. What do I need to get started with Mencoro? Getting started takes just a few minutes. Sign up, add your brand name and domain, select the AI engines and keywords you want to track, and optionally add competitor domains. Mencoro starts monitoring immediately and delivers your first insights within 24 hours. 9. Is Mencoro suitable for agencies managing multiple clients? Yes. Every tier includes unlimited projects, unlimited competitors, and multi-user access, so agencies can manage all their clients from a single account. For agencies that need volumes above 25,000 checks per month, contact our sales team to set up an Enterprise plan. 10. How does Mencoro handle different countries and regions? Each tracked query can be assigned a target country, and Mencoro runs checks from that geographic context, so both SERP results and AI responses reflect the market you care about. The same project can combine queries targeting different countries for international or multi-market campaigns.
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[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
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SUB-PAGE (https://mencoro.com/ai/ai-search/) AI search optimization: how to get cited in ChatGPT, Perplexity & AI search | Mencoro
AI Search Optimization
[H1] AI search optimization: how to get cited in ChatGPT, Perplexity & AI search
Understand how AI search engines select and cite sources. Learn optimization strategies and track your AI search performance with Mencoro.
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[H2] AI search ranking factors
AI search engines use different signals than traditional SEO. The key factors that determine whether your content gets cited in AI-generated answers include: content authority and E-E-A-T signals that demonstrate expertise, structured data markup using schema.org vocabulary, citation frequency across the web, topical expertise shown through comprehensive topic coverage, content clarity with direct answer formatting, brand reputation signals from mentions and reviews, and freshness of information. Understanding and optimizing for each factor is the foundation of effective Generative Engine Optimization.
[IMG: Illustration of AI search vs traditional SEO: what]
[H2] AI search vs traditional SEO: what's different
Traditional SEO focuses on ranking in a list of links. AI search optimization (GEO) focuses on getting your content cited as a source in generated answers. The strategies overlap but differ in critical ways: traditional SEO optimizes for clicks while GEO optimizes for citations, backlinks and keywords drive organic rankings while authority and structured data drive AI citations, organic competition is for positions 1-10 while AI competition is binary: cited or not cited. Measuring success also differs: organic uses position tracking while AI search requires monitoring mention frequency and citation context.
[IMG: Illustration of How to get cited in LLM responses]
[H2] How to get cited in LLM responses
Getting cited in AI-generated responses requires a systematic approach. Follow these steps to improve your chances: first, create capsule content, direct answers of 40-60 words to frequently asked questions that LLMs can easily extract. Second, implement schema markup (FAQ, HowTo, Article) to help AI models understand your content structure. Third, build topical authority by publishing 5 or more in-depth articles on each core topic. Fourth, use original data and verifiable citations that make your content uniquely valuable. Fifth, format with clear headings and lists that AI models can parse. Sixth, publish consistently and keep content updated. Seventh, build a quality backlink profile that signals authority to both search engines and AI models.
[IMG: Illustration of Track your AI search optimization progress]
[H2] Track your AI search optimization progress
Use Mencoro to monitor how your optimization efforts translate into real results. Track AI mention frequency to see how often you're cited, mention breadth across different queries, citation context to understand how you're referenced, and your overall AI visibility score relative to competitors. Watch your progress over time. For example, going from 5 AI mentions in month one to 23 mentions by month three after optimizing structured data shows clear ROI from your GEO investment.
[H2] Which AI search engines matter most in 2026
The AI search landscape includes several platforms with distinct characteristics.
ChatGPT Search handles the highest volume of conversational queries and cites sources
with direct links. Perplexity is the fastest-growing AI search engine, popular with
technical and research-oriented users, and provides detailed source attribution. Google
AI Overviews has the broadest reach through integration with Google Search but offers
less direct citation opportunities. Bing Copilot leverages Microsoft's ecosystem and
integrates AI answers directly into Bing results. Each platform has different citation
patterns, and optimizing for one doesn't guarantee visibility in others, which is why
Mencoro tracks your presence across all major AI search engines simultaneously.
[H2] Common GEO mistakes to avoid
Optimizing only for Google and ignoring AI engines. As AI search grows, brands that
don't optimize for citations lose visibility to competitors who do.
Writing long-form content without direct answers. LLMs prefer concise, citable
responses. Bury your answer in 2,000 words of text and AI models will cite a
competitor who answers directly.
Ignoring structured data and schema markup. FAQ, HowTo, and Article schema help AI
models understand and extract your content. Without it, you're invisible to many AI
citation algorithms.
Not monitoring whether your AI mentions are positive or negative. Being cited in a
negative context can harm your brand. Track citation sentiment, not just frequency.
Copying your traditional SEO strategy without adapting it for GEO. AI search rewards
different signals. A page ranking #1 in Google may never be cited by ChatGPT if it
lacks clear, structured, citable content.
[H2] Capsule content: the key to AI citations
Capsule content refers to focused blocks of text, typically 40 to 60 words, that
directly answer a specific question in a format AI models can easily extract and cite.
LLMs don't cite entire pages; they cite fragments. By structuring key information as
self-contained, quotable blocks, you dramatically increase the chance of being selected
as a source. For example, instead of writing 'There are many factors that influence AI
search rankings, and these have evolved over time as models have become more
sophisticated...' write 'AI search rankings are primarily influenced by seven factors:
content authority, structured data markup, citation frequency, topical expertise,
content clarity, brand reputation signals, and information freshness.' The second
version is a citable capsule: concise, factual, and directly useful.
FAQ
[H2] AI search optimization questions
Common questions about optimizing for AI search engines and Generative Engine Optimization (GEO). 1. What is AI search optimization (GEO)? AI search optimization, also called Generative Engine Optimization (GEO), is the practice of optimizing your content to be cited in AI-generated search results. While traditional SEO focuses on ranking in a list of links, GEO focuses on getting your content selected as a source that AI engines reference when generating answers to user queries. 2. How does ranking in AI search engines differ from traditional SEO? Traditional SEO aims for a high position in a list of search results. AI search optimization aims to get your content cited as a source in generated answers. The key differences: AI engines prioritize authoritative, well-structured content; brand reputation and citation history carry more weight; and there's no 'position 1': either you're cited or you're not. Many traditional SEO best practices still help, but additional strategies like structured data, comprehensive topic coverage, and clear formatting become more important. 3. Which AI search engines does Mencoro track? Mencoro tracks your brand presence across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each channel is tracked separately with mention type classification, sentiment analysis, and position tracking. 4. How can I get my brand cited in ChatGPT and Perplexity? Focus on creating authoritative, well-structured content that directly answers common questions in your field. Use clear headings, provide original data and insights, implement schema markup, build a strong backlink profile, and publish consistently on topics where you have expertise. AI models tend to cite sources they encounter frequently and that provide clear, factual information. 5. What are the most important AI search ranking factors? Key factors include content authority and expertise (demonstrated through comprehensive coverage of a topic), structured data markup, citation frequency across the web, content clarity and formatting, brand reputation signals, and freshness of information. AI engines also favor content that directly answers questions rather than burying answers in long-form text. 6. How do I measure AI search optimization progress? Mencoro tracks your AI search optimization progress through several metrics: AI mention frequency (how often you're cited), mention breadth (across how many different queries), citation context (how you're referenced), and AI visibility score (your overall presence relative to competitors). Monitor these metrics over time to see how your optimization efforts translate into results.
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[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
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SUB-PAGE (https://mencoro.com/pricing/) Mencoro pricing: AI brand monitoring & SEO rank tracking plans
Pricing
[H1] Mencoro pricing: Plans for AI brand monitoring & SEO rank tracking
Flexible pricing for individuals, teams, and agencies. Track keywords, monitor AI brand mentions, and benchmark competitors. Pay per query. No hassle. No surprises.
Checks per month
200
Prompts or keywords
1025501002005001k Frequency
Daily
Weekly
Monthly
Countries
−
1
+
Channels
ChatGPT Google AI Overview Google AI Mode Google SERP Perplexity
Monthly
Annual
Save up to 24%
€15
/month (VAT incl.)
Enterprise volume
Get started Plus: Unlimited projects Unlimited competitors Multi-user access Query clusters for topic analysis Sentiment analysis per mention 5 mention types classified Multi-provider scraping for reliability Email support
[H3] Enterprise
Custom keyword volume, daily rank checking, and a dedicated account manager.
Talk to sales
Trusted by thousands of companies worldwide
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Testimonials
[H2] Trusted by SEO professionals worldwide
See how businesses use Mencoro to track brand mentions in AI search, monitor rankings, and grow their organic visibility. The shift to generative search moved faster than any SEO change I've seen in a decade.
Clients stopped asking only about Google rankings and started asking where they show up in ChatGPT and Perplexity. Mencoro is the first tool giving me reliable tracking on GEO, with the kind of data I can actually hand off to a client and defend.
[IMG: avatar of the Álvaro Peña de Luna]
Álvaro Peña de Luna SEO Director at iSocialWeb For ecommerce, AI search is the new product discovery channel.
Shoppers increasingly ask ChatGPT for product comparisons instead of googling. If your store isn't in those answers, you're invisible. Mencoro shows me exactly which product pages get picked up by AI engines and where competitors are overtaking us, before it hits revenue.
[IMG: avatar of the Jordi Ordoñez]
Jordi Ordoñez Ecommerce Consultant For a SaaS like ours, earned media in AI answers is compounding distribution.
When an LLM cites your product as the recommended option, it works like a permanent review that scales with the model. Mencoro lets our team measure that signal weekly and tie it back to specific content and PR investments. No other analytics tool gives us this layer.
[IMG: avatar of the Marc Ortola]
Marc Ortola CTO at Growwer FAQ
[H2] Pricing questions
Common questions about Mencoro's tiers, billing, and check volume. 1. How does Mencoro pricing work? Mencoro uses a pay-per-query model. Your price is calculated from the number of checks you run, where checks equal keywords multiplied by channels, countries, and the refresh frequency you choose (daily, weekly, or monthly). Use the calculator above to set your volume and see the matching tier, from €15 for up to 200 checks per month to €799 for up to 25,000. You can pay monthly or choose annual billing to save on every tier. Larger volumes are handled through Enterprise. 2. What's included in every tier? Every paid tier includes the same feature set: unlimited projects, unlimited competitors, multi-user access, query clusters for topic analysis, sentiment analysis with the Positivity Index, the 5 mention type classifications, multi-provider scraping for reliability, and email support. Tiers differ only in monthly check volume. 3. Can I change my tier at any time? Yes. You can move up or down between tiers from your account settings whenever your tracking volume changes. Your historical data, projects, and configuration are preserved when you switch tier. 4. Do you offer discounts for agencies? Every tier already includes unlimited projects, unlimited competitors, and multi-user access, so agencies can manage all their clients from a single account. For agencies that need more than 25,000 checks per month or a dedicated account manager, contact our sales team to set up an Enterprise plan with custom volume. 5. What happens if I exceed my monthly check volume? If your projected checks exceed the tier you selected, the calculator surfaces the next tier that fits your volume. You can upgrade at any time and your existing data and tracking history are preserved. 6. Is there a setup fee or long-term contract? No. There are no setup fees, hidden charges, or long-term contracts. You pay the price (VAT included) for your selected tier on a monthly or annual cycle and can cancel at any time. Every tier includes all platform features and standard email support.
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[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
4752 chars
SUB-PAGE (https://mencoro.com/features/rank-tracking/) SEO rank tracking tool: daily keyword position monitoring | Mencoro
Rank Tracking
[H1] SEO rank tracking tool: daily keyword position monitoring
Monitor your keyword positions across Google with daily updates, query cluster analysis, and historical trend data.
[IMG: Illustration of Daily keyword position monitoring]
[H2] Daily keyword position monitoring
Track your keyword positions across Google SERP every day. Each check captures your exact position, ranking URL, and how it compares to the previous period. Mencoro runs checks through multiple scraping providers (ScrapingBee, DataForSEO, Oxylabs) with automatic failover, so you get reliable data even when individual providers have issues.
[IMG: Illustration of Historical rank data & trend analysis]
[H2] Historical rank data & trend analysis
Access your complete ranking history with visual trend charts that show exactly how your positions evolve. Use timeline and comparison charts to identify patterns, correlate ranking changes with specific SEO actions like content publishing or link building campaigns, and measure progress toward your ranking goals with clear before-and-after data.
[IMG: Illustration of Query cluster analysis]
[H2] Query cluster analysis
Group related tracked queries into clusters to see aggregated performance at the topic level. Instead of looking at individual keyword positions, cluster analysis shows you how your brand performs across an entire topic area. See cluster-level mention rates, average positions, and SERP rates, making it easier to identify which topic areas need attention and which are performing well.
[IMG: Illustration of Position volatility tracking]
[H2] Position volatility tracking
Monitor how stable your positions are over time with volatility metrics for both mention position and link position. High volatility means your brand appears inconsistently in AI responses. Low volatility means your presence is consolidated. This metric helps you distinguish between fragile and stable rankings, so you can prioritize stabilizing volatile positions before chasing new ones.
[H2] How rank tracking works in Mencoro
Add your tracked queries and configure the engine and country for each one. Assign
queries to clusters for topic-level analysis.
Mencoro runs automated checks across your selected channels: ChatGPT, Perplexity,
Google AI Overview, Google AI Mode, and Google SERP.
Each result is analyzed for brand mentions, sentiment, mention type, link citations,
and SERP positions using multiple scraping providers for reliability.
Review daily rank data at project, cluster, or individual query level. Use historical
charts and competitor comparisons to prioritize your efforts.
[H2] Multi-provider reliability
Mencoro uses multiple scraping providers (ScrapingBee, DataForSEO, Oxylabs, and
Playwright) with automatic failover via a circuit breaker pattern. If one provider fails
or returns incomplete data, Mencoro automatically switches to the next available
provider. This ensures consistent, reliable data collection even when individual
services experience downtime.
[H2] Country-level tracking
Configure a target country for each tracked query to get results relevant to your
market. AI responses and SERP results can vary by country, and Mencoro ensures your
checks reflect the market you care about. Each query can target a different country,
giving you flexibility for international brands and multi-market campaigns.
FAQ
[H2] Rank tracking questions
Common questions about SEO rank tracking and keyword position monitoring. 1. What is SEO rank tracking and why does it matter? SEO rank tracking monitors where your website appears in search engine results for specific keywords. It matters because higher positions drive more organic traffic. By tracking rankings daily, you can measure the impact of your SEO efforts, identify drops before they hurt traffic, and find opportunities to improve positions for valuable keywords. 2. How often does Mencoro check keyword positions? You choose the refresh frequency for each tracked query: daily, weekly, or monthly. Each check captures SERP position, AI mention data, sentiment, and mention type classification. Results are aggregated into rank data at query, cluster, and project levels. 3. Which channels does Mencoro track? Mencoro tracks across 5 channels: ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each query can be assigned to one or more channels, and results are tracked separately per channel. 4. What are query clusters? Query clusters let you group related tracked queries by topic. Instead of analyzing individual keywords, you can see aggregated metrics at the cluster level: average positions, mention rates, positivity index, and share of voice. This makes it easier to identify which topic areas perform well and which need attention. 5. How does country-level tracking work? Each tracked query can be assigned a target country. Mencoro then runs checks from that geographic context, ensuring that both SERP results and AI responses reflect the market you care about. 6. What is position volatility? Position volatility measures how much your mention position and link position fluctuate over time for a given query or cluster. High volatility means inconsistent citations. Low volatility means your brand presence is stable and consolidated.
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[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
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SUB-PAGE (https://mencoro.com/features/visibility/) AI search visibility tool: mention types, sentiment analysis & share of voice | Mencoro
Search Visibility
[H1] AI search visibility tool: mention types, sentiment & share of voice
Go beyond counting mentions. Understand how AI engines reference your brand with sentiment analysis, mention type classification, and share of voice tracking.
[IMG: Illustration of Measure your AI presence with real metrics]
[H2] Measure your AI presence with real metrics
Mencoro tracks your brand presence across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. For each channel, you get concrete metrics: Mention Rate (percentage of tracked queries where your brand appears), SERP Rate (percentage where you rank in organic results), and Positivity Index (a weighted score combining positive, neutral, and negative mentions). These metrics are aggregated at project, cluster, and individual query level so you can drill down from the big picture to specific queries.
[IMG: Illustration of Share of voice analysis vs competitors]
[H2] Share of voice analysis vs competitors
See what percentage of AI mentions your brand captures compared to competitors across the same tracked queries. When your SoV drops, Mencoro highlights which query clusters lost ground so you can take targeted action. Segment by cluster to find your strongest and weakest competitive positions. Unlike tools that only count presence, Mencoro weights share of voice by mention quality: a direct recommendation carries more weight than a passing reference in a list.
[IMG: Illustration of Mention type classification across 5 categories]
[H2] Mention type classification across 5 categories
Not all mentions are equal. Mencoro classifies every brand mention into one of 5 types: Recommendation (the AI directly suggests your brand), Comparison (your brand compared against alternatives), Listing (included in a list of options), Illustration (used as an example), and Reference (cited as a source). This classification, combined with the Positivity Index (positive, neutral, negative sentiment per mention), tells you not just that you were mentioned, but how you were mentioned and whether the context helps or hurts your brand.
[H2] AI visibility vs organic visibility: key differences
Mencoro tracks two distinct dimensions. Organic visibility measures your SERP positions
across Google, where you rank and how much potential traffic you capture. AI visibility
measures how frequently and in what context your brand appears in AI-generated responses
from ChatGPT, Perplexity, Google AI Overview, and Google AI Mode. A brand can have high
organic visibility but low AI presence, or vice versa. Understanding both dimensions is
critical because users increasingly split their search behavior between traditional
results and AI-generated answers.
Aspect Organic visibility AI visibility What it measures
Keyword positions in Google SERP
Brand mentions in AI-generated answers How it's calculated
SERP Rate + average position across tracked queries
Mention Rate + Positivity Index + mention type breakdown
Change frequency
Gradual, tied to algorithm updates
Can shift rapidly as models update Key influencing factors
Backlinks, content quality, technical SEO
Brand authority, structured data, content citability
How to improve
Optimize content, build links, fix technical issues
Create citable content, build authority, use schema markup
[H2] How to improve your AI visibility
Focus on recommendation mentions. Analyze which queries trigger recommendation-type
mentions for competitors but not for you, and create content that positions your brand
as the direct answer.
Improve your Positivity Index. Review negative and neutral mentions to understand what
context AI engines use when referencing your brand, then address those narratives
through content and PR.
Target low share-of-voice clusters. Identify query clusters where competitors dominate
and build topical authority to claim your share.
Reduce position volatility. High volatility means unstable mentions. Strengthen your
brand signals with structured data, consistent publishing, and authoritative
backlinks. See our
AI search optimization guide
for detailed strategies.
Track mention types over time. A shift from recommendations to listings may signal
declining brand authority in a topic area, even if total mention count stays the same.
FAQ
[H2] Visibility tracking questions
Common questions about AI visibility metrics, mention types, and sentiment analysis. 1. What metrics does Mencoro track for AI visibility? Mencoro tracks Mention Rate (how often your brand appears in AI responses for tracked queries), SERP Rate (how often you appear in organic results), Positivity Index (a weighted sentiment score), Share of Voice (your mention share vs competitors), average mention and link positions, and position volatility. All metrics are available at project, cluster, and individual query level. 2. What are the 5 mention types? Every brand mention is classified as: Recommendation (the AI directly suggests your brand as a solution), Comparison (your brand is compared against alternatives), Listing (included in a list of options), Illustration (used as an example to explain a concept), or Reference (cited as an information source). This classification helps you understand not just that you were mentioned, but in what context. 3. How is the Positivity Index calculated? The Positivity Index is a weighted score from 0 to 100 based on sentiment analysis of each mention. Positive mentions score 100, neutral mentions score 50, and negative mentions score 0. The index is the weighted average across all mentions for a query, cluster, or project. A score of 75 means your mentions skew positive, while 50 means mostly neutral. 4. How is share of voice calculated in Mencoro? Share of voice measures the percentage of AI mentions your brand captures compared to tracked competitors across the same set of queries. If you have a 30% share of voice, your brand appears in 30% of the total mentions across all monitored competitors. You can segment SoV by query cluster to find your strongest and weakest competitive areas. 5. What is position volatility and why does it matter? Position volatility measures how much your mention position and link position fluctuate over time for a given query or cluster. High volatility means the AI engine cites you inconsistently: sometimes first, sometimes fifth, sometimes not at all. Low volatility means your position is stable. This metric helps you identify which mentions are consolidated versus fragile. 6. Which AI engines does Mencoro track? Mencoro tracks brand mentions across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each engine is tracked separately so you can see where your brand is strongest and where there are gaps. Mencoro also records which specific model version generated each response.
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[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
7076 chars
SUB-PAGE (https://mencoro.com/features/competitor-analysis/) AI & SEO competitor analysis: benchmark share of voice, sentiment & mentions | Mencoro
Competitor Analysis
[H1] Competitor analysis: benchmark AI mentions, sentiment & share of voice
Compare how AI engines reference your brand vs competitors. Track share of voice, sentiment, and mention types across every tracked query.
[IMG: Illustration of Discover your real SEO competitors]
[H2] Discover your real SEO competitors
Your SEO competitors aren't always who you think. A publication like Search Engine Land could be your biggest SEO competitor without being a business rival at all. Mencoro analyzes keyword overlap to identify sites competing for the same search traffic. A high overlap percentage (above 30%) signals a direct SEO competitor worth monitoring. Prioritize competitors by real threat level based on overlap, ranking positions, and trajectory rather than assumptions.
[IMG: Illustration of Track competitor keyword positions]
[H2] Track competitor keyword positions
Monitor competitor rankings alongside your own in a side-by-side comparison view showing your position vs each competitor for every tracked keyword. Set up automated alerts for competitor ranking changes: get notified when a competitor enters the top 10 for your keyword, gains a featured snippet you held, or makes significant position gains. Use this data to prioritize your content efforts: if a competitor gains position 1 for a high-value keyword, analyze what changed and respond.
[IMG: Illustration of AI competitor benchmarking]
[H2] AI competitor benchmarking
Compare your brand's AI performance against competitors on the same tracked queries. See side-by-side metrics for each competitor: share of voice, mention rate, positivity index, sentiment breakdown (positive, neutral, negative), and mention type distribution (recommendation, comparison, listing, illustration, reference). For example, if a competitor gets 60% recommendation-type mentions while yours are mostly listings, you know exactly what to improve in your content strategy.
[H2] AI search competitor tracking
Your competitors in AI search can be completely different from your organic SEO
competitors. Mencoro identifies which brands are cited in the same AI-generated
responses as yours across ChatGPT, Perplexity, Google AI Overview, and Google AI Mode.
Monitor whether a competitor starts being cited in queries where you were previously the
referenced source, and track how share of AI mentions shifts over time. This gives you
early warning when a competitor invests in AI search optimization and starts capturing
citations that were previously yours.
[H2] Competitor benchmarking dashboard
Get a complete competitive overview in one view: a comparison table showing mention
rate, positivity index, share of voice, average mention position, and mention type
distribution for each tracked competitor. Data updates daily so you can spot trends as
they develop. Extract actionable insights like "Competitor X increased their
recommendation mentions by 20% in the CRM cluster this month" and prioritize your
response based on business impact.
[H2] How to use competitor data to improve your SEO
Analyze competitor mention types. If competitors get more recommendation-type mentions
than you, study what content or brand signals drive that and adapt your strategy.
Target low share-of-voice clusters. Identify query clusters where competitors dominate
and build topical authority through targeted content to claim your share.
Monitor sentiment shifts. When a competitor's positivity index drops, it may signal a
reputation issue you can capitalize on with stronger positioning.
Track competitor trends over time. Use daily rank data to spot when competitors gain
or lose AI presence in specific clusters, and respond before the gap widens.
FAQ
[H2] Competitor analysis questions
Common questions about SEO competitor tracking and competitive analysis features. 1. How does Mencoro identify my SEO competitors? Mencoro identifies SEO competitors by analyzing keyword overlap, the sites that rank for the same keywords you track. This often reveals competitors you wouldn't have expected, such as industry publications, review sites, or companies from adjacent markets that compete for the same search traffic. 2. What is AI competitor benchmarking? AI competitor benchmarking compares your brand's presence in AI-generated responses against your competitors across the same tracked queries. Mencoro shows side-by-side metrics including mention rate, share of voice, positivity index, and mention type distribution, so you can see exactly where competitors outperform you and take targeted action. 3. Can I track competitors' keyword positions over time? Yes. Mencoro provides full historical tracking for competitor keyword positions. You can see how their rankings have changed over time, identify which keywords they've gained or lost, and correlate their ranking changes with content updates or algorithm shifts. 4. How many competitors can I monitor? All Mencoro plans include unlimited competitor tracking. For each competitor, you define their brand names and website domains, and Mencoro tracks their mentions, sentiment, and share of voice across the same queries you monitor for your own brand. 5. How does keyword overlap help discover competitors? Keyword overlap measures how many of your tracked keywords a competing domain also ranks for. A high overlap percentage means that domain is competing directly with you for the same search traffic. Mencoro automatically calculates overlap and ranks potential competitors so you can focus on the ones that matter most. 6. Can I get alerts when competitors rank for my keywords? Yes. You can set up automated alerts for competitor ranking changes. Mencoro notifies you when a competitor enters the top 10 for one of your tracked keywords, when they gain a featured snippet you held, or when their positions change significantly for keywords you're targeting.
[IMG: cta-image]
[H2] Start tracking your brand in AI search today
Monitor how AI engines cite your brand, track keyword positions, and benchmark against competitors, all in one platform. Get Started
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🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
52Review mentions (all pages)
0External proof links (all pages)
PageReviewsProof links
/ (home) 8 0
/ai/ai-search/ 10 0
/pricing/ 9 0
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/features/competitor-analysis/ 9 0
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
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            "mainEntity": [
                {
                    "@type": "Question",
                    "name": "How does Mencoro pricing work?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Mencoro uses a pay-per-query model. Your price is calculated from the number of checks you run, where checks equal keywords multiplied by channels, countries, and the refresh frequency you choose (daily, weekly, or monthly). Use the calculator above to set your volume and see the matching tier, from €15 for up to 200 checks per month to €799 for up to 25,000. You can pay monthly or choose annual billing to save on every tier. Larger volumes are handled through Enterprise."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What's included in every tier?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Every paid tier includes the same feature set: unlimited projects, unlimited competitors, multi-user access, query clusters for topic analysis, sentiment analysis with the Positivity Index, the 5 mention type classifications, multi-provider scraping for reliability, and email support. Tiers differ only in monthly check volume."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Can I change my tier at any time?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Yes. You can move up or down between tiers from your account settings whenever your tracking volume changes. Your historical data, projects, and configuration are preserved when you switch tier."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Do you offer discounts for agencies?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Every tier already includes unlimited projects, unlimited competitors, and multi-user access, so agencies can manage all their clients from a single account. For agencies that need more than 25,000 checks per month or a dedicated account manager, contact our sales team to set up an Enterprise plan with custom volume."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What happens if I exceed my monthly check volume?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "If your projected checks exceed the tier you selected, the calculator surfaces the next tier that fits your volume. You can upgrade at any time and your existing data and tracking history are preserved."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Is there a setup fee or long-term contract?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "No. There are no setup fees, hidden charges, or long-term contracts. You pay the price (VAT included) for your selected tier on a monthly or annual cycle and can cancel at any time. Every tier includes all platform features and standard email support."
                    }
                }
            ]
        },
        {
            "@type": "SoftwareApplication",
            "name": "Mencoro",
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            "applicationCategory": "BusinessApplication",
            "operatingSystem": "Web-based",
            "offers": {
                "@type": "AggregateOffer",
                "priceCurrency": "EUR",
                "lowPrice": "15",
                "highPrice": "500"
            },
            "aggregateRating": {
                "@type": "AggregateRating",
                "ratingValue": "4.8",
                "ratingCount": "50",
                "bestRating": "5",
                "worstRating": "1"
            },
            "provider": {
                "@id": "https://mencoro.com/#organization"
            }
        }
    ]
}
/features/rank-tracking/
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    "@context": "https://schema.org",
    "@graph": [
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            "@type": "Organization",
            "@id": "https://mencoro.com/#organization",
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            "description": "AI brand mention tracking and SEO rank monitoring platform. Track how ChatGPT, Perplexity, and AI search engines cite your brand, monitor keyword positions, and benchmark against competitors."
        },
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            "@type": "WebPage",
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            "url": "https://mencoro.com/features/rank-tracking/",
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                "@id": "https://mencoro.com/#website"
            },
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                },
                {
                    "@type": "ListItem",
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            "@type": "SoftwareApplication",
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            },
            "aggregateRating": {
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                "ratingCount": "50",
                "bestRating": "5",
                "worstRating": "1"
            },
            "provider": {
                "@id": "https://mencoro.com/#organization"
            }
        },
        {
            "@type": "FAQPage",
            "@id": "https://mencoro.com/features/rank-tracking/#faqpage",
            "url": "https://mencoro.com/features/rank-tracking/",
            "isPartOf": {
                "@id": "https://mencoro.com/features/rank-tracking/#webpage"
            },
            "inLanguage": "en",
            "mainEntity": [
                {
                    "@type": "Question",
                    "name": "What is SEO rank tracking and why does it matter?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "SEO rank tracking monitors where your website appears in search engine results for specific keywords. It matters because higher positions drive more organic traffic. By tracking rankings daily, you can measure the impact of your SEO efforts, identify drops before they hurt traffic, and find opportunities to improve positions for valuable keywords."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How often does Mencoro check keyword positions?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "You choose the refresh frequency for each tracked query: daily, weekly, or monthly. Each check captures SERP position, AI mention data, sentiment, and mention type classification. Results are aggregated into rank data at query, cluster, and project levels."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Which channels does Mencoro track?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Mencoro tracks across 5 channels: ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each query can be assigned to one or more channels, and results are tracked separately per channel."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What are query clusters?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Query clusters let you group related tracked queries by topic. Instead of analyzing individual keywords, you can see aggregated metrics at the cluster level: average positions, mention rates, positivity index, and share of voice. This makes it easier to identify which topic areas perform well and which need attention."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How does country-level tracking work?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Each tracked query can be assigned a target country. Mencoro then runs checks from that geographic context, ensuring that both SERP results and AI responses reflect the market you care about."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What is position volatility?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Position volatility measures how much your mention position and link position fluctuate over time for a given query or cluster. High volatility means inconsistent citations. Low volatility means your brand presence is stable and consolidated."
                    }
                }
            ]
        }
    ]
}
/features/visibility/
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    "@context": "https://schema.org",
    "@graph": [
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            "@type": "Organization",
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            "url": "https://mencoro.com",
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                "url": "https://mencoro.com/images/logo.svg",
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                "width": "160",
                "height": "56",
                "caption": "Mencoro"
            },
            "description": "AI brand mention tracking and SEO rank monitoring platform. Track how ChatGPT, Perplexity, and AI search engines cite your brand, monitor keyword positions, and benchmark against competitors."
        },
        {
            "@type": "WebSite",
            "@id": "https://mencoro.com/#website",
            "url": "https://mencoro.com",
            "name": "Mencoro",
            "publisher": {
                "@id": "https://mencoro.com/#organization"
            },
            "inLanguage": "en"
        },
        {
            "@type": "WebPage",
            "@id": "https://mencoro.com/features/visibility/#webpage",
            "url": "https://mencoro.com/features/visibility/",
            "name": "AI search visibility tool: mention types, sentiment analysis & share of voice | Mencoro",
            "description": "Measure your AI visibility with mention rate, positivity index, and 5 mention type classifications. Track share of voice and sentiment trends.",
            "isPartOf": {
                "@id": "https://mencoro.com/#website"
            },
            "about": {
                "@id": "https://mencoro.com/#organization"
            },
            "inLanguage": "en"
        },
        {
            "@type": "BreadcrumbList",
            "itemListElement": [
                {
                    "@type": "ListItem",
                    "position": 1,
                    "name": "Home",
                    "item": "https://mencoro.com/"
                },
                {
                    "@type": "ListItem",
                    "position": 2,
                    "name": "Features",
                    "item": "https://mencoro.com/features/"
                },
                {
                    "@type": "ListItem",
                    "position": 3,
                    "name": "Search Visibility"
                }
            ]
        },
        {
            "@type": "SoftwareApplication",
            "name": "Mencoro",
            "description": "AI brand mention tracking across ChatGPT, Perplexity, and AI search engines. Also includes SEO rank tracking, competitor analysis, search visibility monitoring, and automated reporting.",
            "applicationCategory": "BusinessApplication",
            "operatingSystem": "Web-based",
            "offers": {
                "@type": "AggregateOffer",
                "priceCurrency": "EUR",
                "lowPrice": "15",
                "highPrice": "500"
            },
            "aggregateRating": {
                "@type": "AggregateRating",
                "ratingValue": "4.8",
                "ratingCount": "50",
                "bestRating": "5",
                "worstRating": "1"
            },
            "provider": {
                "@id": "https://mencoro.com/#organization"
            }
        },
        {
            "@type": "FAQPage",
            "@id": "https://mencoro.com/features/visibility/#faqpage",
            "url": "https://mencoro.com/features/visibility/",
            "isPartOf": {
                "@id": "https://mencoro.com/features/visibility/#webpage"
            },
            "inLanguage": "en",
            "mainEntity": [
                {
                    "@type": "Question",
                    "name": "What metrics does Mencoro track for AI visibility?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Mencoro tracks Mention Rate (how often your brand appears in AI responses for tracked queries), SERP Rate (how often you appear in organic results), Positivity Index (a weighted sentiment score), Share of Voice (your mention share vs competitors), average mention and link positions, and position volatility. All metrics are available at project, cluster, and individual query level."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What are the 5 mention types?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Every brand mention is classified as: Recommendation (the AI directly suggests your brand as a solution), Comparison (your brand is compared against alternatives), Listing (included in a list of options), Illustration (used as an example to explain a concept), or Reference (cited as an information source). This classification helps you understand not just that you were mentioned, but in what context."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How is the Positivity Index calculated?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "The Positivity Index is a weighted score from 0 to 100 based on sentiment analysis of each mention. Positive mentions score 100, neutral mentions score 50, and negative mentions score 0. The index is the weighted average across all mentions for a query, cluster, or project. A score of 75 means your mentions skew positive, while 50 means mostly neutral."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How is share of voice calculated in Mencoro?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Share of voice measures the percentage of AI mentions your brand captures compared to tracked competitors across the same set of queries. If you have a 30% share of voice, your brand appears in 30% of the total mentions across all monitored competitors. You can segment SoV by query cluster to find your strongest and weakest competitive areas."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What is position volatility and why does it matter?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Position volatility measures how much your mention position and link position fluctuate over time for a given query or cluster. High volatility means the AI engine cites you inconsistently: sometimes first, sometimes fifth, sometimes not at all. Low volatility means your position is stable. This metric helps you identify which mentions are consolidated versus fragile."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Which AI engines does Mencoro track?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Mencoro tracks brand mentions across ChatGPT, Perplexity, Google AI Overview, Google AI Mode, and Google SERP. Each engine is tracked separately so you can see where your brand is strongest and where there are gaps. Mencoro also records which specific model version generated each response."
                    }
                }
            ]
        }
    ]
}
/features/competitor-analysis/
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    "@context": "https://schema.org",
    "@graph": [
        {
            "@type": "Organization",
            "@id": "https://mencoro.com/#organization",
            "name": "Mencoro",
            "url": "https://mencoro.com",
            "logo": {
                "@type": "ImageObject",
                "@id": "https://mencoro.com/#logo",
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            },
            "description": "AI brand mention tracking and SEO rank monitoring platform. Track how ChatGPT, Perplexity, and AI search engines cite your brand, monitor keyword positions, and benchmark against competitors."
        },
        {
            "@type": "WebSite",
            "@id": "https://mencoro.com/#website",
            "url": "https://mencoro.com",
            "name": "Mencoro",
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                "@id": "https://mencoro.com/#organization"
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        },
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            "@type": "WebPage",
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            "url": "https://mencoro.com/features/competitor-analysis/",
            "name": "AI & SEO competitor analysis: benchmark share of voice, sentiment & mentions | Mencoro",
            "description": "Compare your AI mention rate, share of voice, sentiment, and mention types against competitors across ChatGPT, Perplexity, and Google AI.",
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                "@id": "https://mencoro.com/#website"
            },
            "about": {
                "@id": "https://mencoro.com/#organization"
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            },
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                "worstRating": "1"
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                "@id": "https://mencoro.com/#organization"
            }
        },
        {
            "@type": "FAQPage",
            "@id": "https://mencoro.com/features/competitor-analysis/#faqpage",
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            "isPartOf": {
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            },
            "inLanguage": "en",
            "mainEntity": [
                {
                    "@type": "Question",
                    "name": "How does Mencoro identify my SEO competitors?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Mencoro identifies SEO competitors by analyzing keyword overlap, the sites that rank for the same keywords you track. This often reveals competitors you wouldn't have expected, such as industry publications, review sites, or companies from adjacent markets that compete for the same search traffic."
                    }
                },
                {
                    "@type": "Question",
                    "name": "What is AI competitor benchmarking?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "AI competitor benchmarking compares your brand's presence in AI-generated responses against your competitors across the same tracked queries. Mencoro shows side-by-side metrics including mention rate, share of voice, positivity index, and mention type distribution, so you can see exactly where competitors outperform you and take targeted action."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Can I track competitors' keyword positions over time?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Yes. Mencoro provides full historical tracking for competitor keyword positions. You can see how their rankings have changed over time, identify which keywords they've gained or lost, and correlate their ranking changes with content updates or algorithm shifts."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How many competitors can I monitor?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "All Mencoro plans include unlimited competitor tracking. For each competitor, you define their brand names and website domains, and Mencoro tracks their mentions, sentiment, and share of voice across the same queries you monitor for your own brand."
                    }
                },
                {
                    "@type": "Question",
                    "name": "How does keyword overlap help discover competitors?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Keyword overlap measures how many of your tracked keywords a competing domain also ranks for. A high overlap percentage means that domain is competing directly with you for the same search traffic. Mencoro automatically calculates overlap and ranks potential competitors so you can focus on the ones that matter most."
                    }
                },
                {
                    "@type": "Question",
                    "name": "Can I get alerts when competitors rank for my keywords?",
                    "acceptedAnswer": {
                        "@type": "Answer",
                        "text": "Yes. You can set up automated alerts for competitor ranking changes. Mencoro notifies you when a competitor enters the top 10 for one of your tracked keywords, when they gain a featured snippet you held, or when their positions change significantly for keywords you're targeting."
                    }
                }
            ]
        }
    ]
}

Your Diagnosis

Before revealing the machine’s verdict, predict the BS score for each signal. Higher = more BS (more fluff, less verifiable substance). Drag each slider, then submit to compare your judgment against the engine.

Information Density 0 / 30
Read the Narrative & headings: do hard facts (prices, dates, numbers) outweigh fluff power-words?
Semantic Coherence 0 / 20
Compare the homepage promise against the sub-page reality. Do they hold the same line?
Trust & Proof 0 / 20
Weigh review mentions against actual external proof links. Claims without verification = theatre.
Commodity Fingerprint 0 / 15
Check headings & narrative against the industry clichés in the setup above.
Identity & Authority 0 / 15
Inspect the schema: is there real Organization/Person identity with sameAs links, or gaps?
Your predicted BS score 0 / 100
💡 Stuck? Reveal the heuristic lens — how the deterministic page-auditor reads each signal (no AI, pure pattern rules)

These are the structural rules a local, deterministic auditor applies — the same lens you can use to judge each signal. They describe what to look for, not this company’s result.

Information Density

Classify each sentence as substantive or hollow. Grounding markers — numbers, currencies, dates, technical units, named entities — outweigh marketing adjectives. When fluff sits right next to hard evidence, the fluff is forgiven.

Semantic Alignment

Pull the main entities out of the H1, then check whether they actually recur through the body. A page that announces one thing and then talks about another drifts. Headings with no real sentences underneath read as pseudo-substance.

Trust & Proof

Count trust words (review, testimonial, rating, verified) against real outbound proof links (Google, Trustpilot, Clutch, G2, Yelp). Lots of trust language with zero verification links is trust theatre. Unlinked logo galleries count against it.

Commodity Fingerprint

Look at how much sentence length varies. Natural writing varies its rhythm; templated or mass-produced copy is statistically uniform. Very low variation reads as commodity content — unless unique named entities break the pattern.

Identity & Authority

Inspect the JSON-LD. Is there an Organization or Person schema, and does it carry sameAs links to real external profiles (LinkedIn, socials)? Missing schema or no identity declaration signals an anonymous entity.

Want to apply this lens yourself? The free BS Indicator Chrome extension runs these heuristic checks live on any page. Bear in mind it is a single-page, deterministic tool — it relies only on pattern rules for the page in front of it and does not perform the cross-page semantic correlation this audit uses, so its readout is a starting lens, not the full verdict.

B
BS Level
Marketing, SEO & Advertising Agencies
45.1 Avg BS

Based on 1850 businesses audited.

BS Detector

Marketing, SEO & Advertising Agencies BS: Mencoro (mencoro.com)

https://mencoro.com 📍 Industry: Marketing, SEO & Advertising Agencies
21 BS / 100

Mencoro is a low-BS, product-led site that largely replaces typical marketing fluff with technical specifications. It successfully sells a technical solution rather than a vague service, grounding its value proposition in a clearly defined methodology.

Info Density Power-words vs. Substance ratio.
6
20% BS
Semantic Coherence Homepage promise vs. Sub-page reality.
0
0% BS
Trust & Proof Verifiable evidence vs. Trust Theatre.
10
50% BS
Commodity Fingerprint Detection of industry clichés/templates.
2
13% BS
Identity & Authority Expert verifiability & Schema depth.
3
20% BS

Add sameAs links to the Organization schema to anchor the brand to verifiable social and business entities. Include direct outbound links to the G2 or Clutch profiles where the 50 reviews referenced in schema originate. Clarify the ‘thousands of companies’ claim with a ‘since’ date or a broader client gallery to reduce the trust theatre penalty.

Precise match. The site describes a specialized SaaS platform for AI search monitoring and Generative Engine Optimization, which is a highly technical sub-sector of the modern SEO and marketing agency landscape.

“The score of 21 is driven primarily by the Trust and Proof pillar (10 points) due to unverified review counts and the 'thousands of companies' claim. Minimal points were lost in Identity (3 points) for missing social schema links. The site performs exceptionally well in Semantic Coherence and Information Density.”

Verified Analysis Date: August 5, 2026 © 1EuroSEO Independent Evaluator — Non-Sponsored Result
Brand AI Reputation