Industry Context — Common BS Fingerprints in Marketing, SEO & Advertising Agencies
Glippy
(https://www.glippy.dev) 📸 Data Snapshot: May 20, 2026Analyze 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 Glippy – GEO Agent-Readiness Checker (https://www.glippy.dev)
Glippy – GEO Agent-Readiness Checker
Check if your website is ready for AI agents, LLM crawlers, and generative search engines. Glippy scores your pages across 16 GEO optimization categories.
NAV_HEADING_REPEATED_BODY_FOOTER Glippy MCP Server – GEO analysis for any MCP client (https://glippy.dev/mcp/)
Glippy MCP Server – GEO analysis for any MCP client
Glippy MCP Server brings GEO analysis to any MCP-compatible AI assistant (Claude, Cursor, VS Code, Windsurf, Zed, Cline, Warp, and more). 240+ checks, up to 50K URLs per run, one-time purchase.
NAV_HEADING_REPEATED_FOOTER Support – Glippy (https://glippy.dev/support/)
Support – Glippy
Get help with Glippy or share your feedback. Contact us with questions, suggestions, or support requests.
HEADING_REPEATED_BODY Glippy Report – https://example.com/product-page.html (https://glippy.dev/glippy-report-example.com-2026-02-18T08-24-16/)
Glippy Report – https://example.com/product-page.html
HEADING_FOOTER AI Readiness Checker – Test Your Website for AI Search | Glippy (https://glippy.dev/tools/ai-readiness-checker/)
AI Readiness Checker – Test Your Website for AI Search | Glippy
Check if your website is ready for AI search engines, LLM crawlers, and AI agents. Glippy
HEADING_FOOTER GEO Checker | Glippy (https://glippy.dev/tools/geo-checker/)
GEO Checker | Glippy
Check your GEO score with Glippy. Analyze your website
📝 The Narrative — clean text per page (Info Density · Semantic Coherence)
HOMEPAGE (https://www.glippy.dev) Glippy – GEO Agent-Readiness Checker
[H2] Product Updates Stay updated on new features and GEO optimization tips. Join our product updates email list. ? [H3] Structured Data & Schema JSON-LD, Schema.org types, Speakable markup, and sameAs references that help AI understand your content. ? [H3] Semantic HTML Heading hierarchy, semantic elements like <article> and <nav>, and content-to-markup ratio. ♿ [H3] Accessibility for Agents Lang attributes, alt text, ARIA landmarks, link text quality, and form labels. ? [H3] Internal Linking Link density, navigation structure, breadcrumbs, and anchor links. ? [H3] Meta & Discoverability Title, description, canonical URLs, Open Graph tags, and hreflang attributes. ? [H3] Machine Readability SSR detection, JS framework analysis, bot blocking (GPTBot, ClaudeBot), and robots meta tags. ? [H3] Entity & Authority Author info, publication dates, organization signals, and legal pages. ? [H3] Citability & Answer-Readiness FAQ content, tables, lists, lead paragraphs, and deep links that make your content easy to cite. ⚡ [H3] Performance & Crawlability Image dimensions, lazy loading, render-blocking scripts, font-display, and DOM size for fast agent parsing. ? [H3] Agent Interactivity (WebMCP) WebMCP declarative tools, imperative API detection, tool description quality, SDK/polyfill usage, and form agent-readiness for the new W3C standard. ? [H3] Content Positioning Brand differentiation language, proof points, social proof, and unique value propositions that LLMs cite when comparing or recommending. ? [H3] Content Freshness Publication and modification dates, temporal references, and stale-date detection so AI answer engines can date your content with confidence. ? [H3] Information Density Substance-to-filler ratio, claim-evidence pairing, and foam detection so LLMs can extract more citable facts per token they process. ? [H3] Factual Verifiability Citations, source links, attribution for statistics, and methodology disclosure that let AI systems independently verify your claims. ? [H3] Content Comprehensiveness Word count vs topic scope, heading coverage of subtopics, defined key terms, and edge-case handling so your page becomes the definitive answer. ? [H3] Multimodal Content Image alt text quality, figure/caption markup, video transcripts, inline SVG titles, and VideoObject/ImageObject schema for multimodal LLMs. "I check all of these so you don't have to read Google's 47-page guidelines. You're welcome." View Sample Report Download Extension [H2] GEO Analysis Inside Your AI Workflow The Glippy MCP Server brings all 240+ GEO checks directly into Claude, Cursor, VS Code, Windsurf, Zed, Cline, Warp, and any other MCP-compatible AI assistant. Analyze domains, audit sitemaps, compare competitors, and pipe results into tickets or reports without leaving your chat. ✓ 9 powerful tools: analyze domains, URLs, sitemaps, robots.txt, llms.txt ✓ Works with any MCP-compatible client (Claude, Cursor, VS Code, Windsurf, Zed, Cline, Warp) ✓ Compare domains side-by-side against competitors ✓ Bulk export reports as HTML, Markdown, CSV, or JSON ✓ Raw results stay in your chat: ask follow-ups, generate tickets, pipe into other agents ✓ 11 free trial runs, then a one-time lifetime license View Pricing & Setup Read the Docs [IMG: Glippy MCP Server running inside an AI assistant, returning GEO analysis results] Feature comparison between Glippy Free and Glippy Pro Feature Free Pro GEO Score (0-100) Yes Yes Letter Grade (A-F) Yes Yes 16 Category Breakdown 11 free scans Unlimited Individual Check Results All 240+ All 240+ Export Reports No HTML, Markdown, CSV, TXT Price Free forever One-time purchase "Psst... it's launch week! Get Glippy Pro at 50% off - unlimited scans, all export formats, lifetime updates. This paperclip doesn't do sales often!" Get 50% Off Glippy Pro [H2] Check Any Page in One Click The Glippy Chrome Extension analyzes any webpage and gives you an instant GEO readiness score. Perfect for checking your own pages, auditing competitors, or reviewing client websites before optimization work begins. ✓ Instant GEO score (0-100) with letter grade ✓ Per-category scoring with expandable details ✓ Personalized Glippy tips for your weakest areas ✓ Export reports as HTML, Markdown, CSV, TXT (Pro) ✓ Works on any webpage - just click and scan ✓ Scan history with trend tracking - see your GEO score improve over time ✓ Change detection - green/red indicators show what improved or regressed ✓ Side-by-side competitor comparison ✓ Multi-page scan - analyze up to 10 URLs at once ✓ Badge score - GEO score displayed on extension icon ✓ Bulk tab scan - scan all open tabs with one click Download from Chrome Web Store View Sample Report [IMG: Glippy Chrome Extension showing GEO readiness score with per-category breakdown] [H2] Soon: Desktop: Bulk Check Entire Domains The Glippy Desktop App lets you analyze hundreds of domains at once with full GEO analysis plus DNS, SSL, and WHOIS checks. Ideal for agencies, SEO professionals, and enterprise teams managing multiple websites who need comprehensive GEO auditing at scale. ✓ Paste domains or import CSV files ✓ Concurrent checking (2-10 URLs / seconds & unlimited domains in parallel) ✓ Full GEO & AI-agent readiness analysis ✓ Export results as CSV, JSON, or HTML reports ✓ SQLite database for result history to monitor trends Windows macOS Linux Get Product Updates View Sample Report [IMG: Glippy Desktop App showing bulk domain checking with 50 domains, progress bar, and results] What is GEO? Generative Engine Optimization (GEO) is the practice of optimizing your website so that AI-powered search engines and LLM crawlers can easily find, understand, and cite your content. Think of it as SEO for the age of ChatGPT, Perplexity, and Google AI Overviews. What are AI agents and LLM crawlers? AI agents are automated systems that browse and interact with the web on behalf of users. LLM crawlers (like GPTBot, ClaudeBot, and Google-Extended) are bots that fetch web content to train or augment large language models. If your site blocks or confuses these crawlers, you're invisible to AI-powered search. Is Glippy Chrome Extension free? Glippy has a free tier with 11 full scans that covers all GEO checks and scoring. Glippy Pro unlocks unlimited scans and export capabilities (HTML, PDF, Markdown, CSV, TXT formats plus Google Drive). Pro is a one-time purchase with a lifetime license. Why the name Glippy? It's a loving homage to Microsoft's Clippy - the original helpful assistant! But where Clippy helped you write letters, Glippy helps you optimize for the AI era. Same energy, new mission. And this time, the paperclip is actually useful. How is the GEO score calculated? Each of the 16 categories gets a score from 0-100 based on individual checks. The 16 categories cover technical readiness (structured data, semantic HTML, accessibility, internal linking, meta tags, machine readability, entity authority, citability, performance, agent interactivity) plus content-based checks (positioning, freshness, information density, factual verifiability, comprehensiveness, multimodal content). These are combined using weighted averages to produce an overall GEO score and letter grade (A through F). Does it work with single-page apps (SPAs)? Yes! Glippy detects JS frameworks (React, Vue, Angular, Svelte, etc.) and checks for server-side rendering (SSR). If your SPA relies solely on client-side rendering, Glippy will flag it - because most AI crawlers can't execute JavaScript. What data does Glippy collect? Glippy runs entirely in your browser. No page content is ever sent to our servers. The only network calls are for license verification (Pro users). Your analysis data stays on your machine. What is WebMCP and why does Glippy check for it? WebMCP (Web Model Context Protocol) is a new W3C standard jointly developed by Google and Microsoft that lets websites expose structured tools and capabilities directly to AI agents in the browser. Instead of agents guessing how to interact with your site via screenshots or DOM scraping, WebMCP provides a structured "tool contract" - a menu of available actions with defined inputs and outputs. Glippy checks for WebMCP declarative attributes (toolname, tooldescription, toolparamdescription) on forms, imperative API usage (navigator.modelContext.registerTool()), SDK/polyfill detection, form agent-readiness, and provides page-type-specific tool recommendations. Do I need to implement WebMCP right now? WebMCP is currently in early preview (Chrome 146 Canary) with production readiness expected mid-late 2026. Glippy's Agent Interactivity category has a low weight (0.2x) so it won't significantly impact your overall score today. However, early adopters gain a competitive advantage, and Glippy's Form Agent-Readiness check helps you see how close your existing forms already are to being WebMCP-compatible - often just a few HTML attributes away. What is the difference between WebMCP and Anthropic's MCP? They are complementary, not competing. Anthropic's MCP is a backend server-to-server protocol that connects AI tools to APIs and databases. Google's WebMCP is a frontend browser protocol that connects AI agents to website UIs through structured tool definitions. A complete agent stack might use both: MCP for backend integrations and WebMCP for browser-based interactions. Lost your license key? No worries! Enter the email you used to purchase Glippy Pro below, and we'll send your license key right to your inbox. [H2] Stay in the Loop "Leave your email for product updates and GEO tips. I promise I won't spam - I'm a paperclip, not a robot."
SUB-PAGE (https://glippy.dev/mcp/) Glippy MCP Server – GEO analysis for any MCP client
[H1] Glippy MCP Server 16 Categories. 240+ checks. One Friendly Paperclip. GEO analysis tool for any MCP-compatible AI assistant (Claude, Cursor, VS Code, Windsurf, Zed, Cline, Warp, and more). Analyze domains for AI-readiness directly from your AI workflow. One-time purchase 11 free trial runs 9 powerful tools Works with any MCP-compatible client Lifetime license fee The analysis is just the starting point. Once the data lands in your AI chat, it is yours to work with: ask follow-up questions, cross-reference with your own content, generate custom reports, translate findings into tickets, or pipe the results into other tools and agents. You are not locked into a fixed dashboard - the LLM environment lets you take the raw analysis anywhere your workflow needs to go. [H2] Built for Scale Nine tools, 240+ checks, up to 50,000 URLs per run. Here are seven workflows teams run through Glippy MCP every day. 1. Enterprise site migrations 50K URLs / run Replatforming from WordPress to a headless stack? Moving from Shopify to a custom build? Point Glippy at both the old and new sitemaps and let your AI client diff GEO readiness across every URL in a single conversation. Catch regressions at scale: structured data, llms.txt, canonical tags, and AI-crawler access checked across thousands of pages in one bulk run. Ship with confidence: pipe the delta straight into Jira, Linear, or a Google Doc without building a custom migration dashboard. Repeatable: re-run the same prompt weekly during the migration window to track progress toward parity. 2. Multi-brand & multi-domain portfolio monitoring Unlimited domains If you own a portfolio of brands, run a roll-up, or manage dozens of country-specific domains, Glippy lets your AI compare GEO health across all of them side by side - without licensing per domain. One prompt, whole portfolio: "Check all my brands on this list and rank them by GEO score." Find the weakest link: the LLM spots the ccTLD or sub-brand that is dragging the group down, and suggests which checks to fix first. Track drift over time: re-run monthly and have the agent summarise what changed since last time. 3. Agency client reporting at scale 50 seats Agencies running GEO for dozens of clients don't have time to build a reporting pipeline. Glippy turns any AI chat into one: scan the client site, ask the LLM to draft the executive summary, and export a branded report. Agency license covers 50 activations - one per analyst, strategist, or automation agent on your team. Export in MD or HTML straight from the chat; drop it into your client portal or Notion without reformatting. Hand it to OpenClaw or any agent framework to run the whole retainer cycle - scan, summarise, recommend, send - unattended. 4. Competitive benchmarking across an industry 20-50 competitors Hand your AI a list of 20-50 competitor domains and ask it to benchmark the entire category. Glippy runs the full 240+ checks on each; the LLM synthesises the pattern. Find category-wide gaps: "Nobody in this list has a proper FAQPage markup - here is the competitive opportunity." Position your pitch: export a slide-ready comparison table with your score vs. the industry median. Track challengers: re-run quarterly and ask the agent which competitors improved the most. 5. Large ecommerce & SaaS sitemap audits 50K URLs / run Product catalogues, doc sites, and long-tail blog archives routinely hit tens of thousands of URLs. Glippy's bulk sitemap analysis chews through up to 50,000 URLs per run so your AI can reason about the whole site, not just the homepage. Sample intelligently: ask the LLM to focus on product-detail pages, or only URLs without structured data. Prioritise fixes by traffic tier: paste a GSC top-URLs export and have the agent map GEO issues onto revenue impact. Doc-site coverage: verify that every help article is AI-crawlable and has the schema signals LLMs cite. 6. CI/CD and pre-launch GEO gates Per deploy Because the MCP server is just a tool any agent can call, you can drop it into a coding agent that runs on every staging deploy. Fail the build when GEO score drops below threshold; block the PR when robots.txt starts blocking GPTBot. Pre-launch smoke tests: a Claude Code or Cursor agent runs Glippy against the staging URL before green-lighting a release. Schema drift alerts: detect when a template change silently removes Product or FAQPage structured data. Policy-as-prompt: codify your GEO rules in a single agent prompt instead of maintaining a custom linter. 7. Content operations & editorial prioritization Portfolio-wide Publishers and content teams with thousands of articles can't rewrite everything at once. Glippy gives your AI the signal it needs to decide what to rewrite first. Auto-prioritise the backlog: "Scan these 5,000 URLs and give me the 50 articles where a small edit would most improve AI citability." Feed the briefing agent: pipe Glippy's findings into your content-brief workflow so writers get GEO-ready briefs automatically. Measure the uplift: re-scan after edits and ask the LLM to summarise how many checks now pass. € EUR $ USD £ GBP [H3] Personal For individual developers and consultants $49 one-time (excl. VAT) Get Personal License 1 instance activation All 9 analysis tools Bulk sitemap analysis (up to 50K URLs) Compare multiple domains Export reports (MD/HTML) [H3] Pro For power users and small teams $99 one-time (excl. VAT) Get Pro License 10 instance activations All 9 analysis tools Bulk sitemap analysis (up to 50K URLs) Compare multiple domains Export reports (MD/HTML) [H3] Agency / OpenClaw For agencies and large teams (of agents!) $249 one-time (excl. VAT) Get Agency License 50 instance activations All 9 analysis tools Bulk sitemap analysis (up to 50K URLs) Compare multiple domains Export reports (MD/HTML) Priority email support Secure checkout via Stripe License key delivered instantly Questions? Contact us [H2] Quick Setup 1 [H3] Install the MCP server Run npm install -g glippy-mcp or use npx -y glippy-mcp in your MCP config. 2 [H3] Set your license key Add GLIPPY_LICENSE_KEY=your-key to your environment variables. 3 [H3] Start analyzing Ask Claude to "analyze example.com for GEO" and watch the magic happen. [IMG: Glippy MCP Server in action inside an AI assistant] Glippy MCP Server running inside an AI assistant. Need help? View full documentation | Already purchased? Check your email for your license key. | Terms | Privacy
SUB-PAGE · THIN (https://glippy.dev/support/) Support – Glippy
[H3] Chrome Extension Help Installation, Pro activation, features & checks documentation [H3] Lost your Chrome extension license key? Enter your email address and we'll send your Chrome extension license key(s) to you. [H3] Lost your MCP server license key? Enter the email you used at checkout and we'll send your Glippy MCP license key(s). You can also reach me directly at: [email protected] ← Back to Glippy
SUB-PAGE (https://glippy.dev/glippy-report-example.com-2026-02-18T08-24-16/) Glippy Report – https://example.com/product-page.html
68
Grade: C
Needs work for agent readiness.
✓
JSON-LD blocks found: 4
✓
Schema types: BreadcrumbList, Product, OnlineStore, ProductGroup
!
Only 2 GEO-critical schema type(s)
Found: Product, BreadcrumbList. Consider adding: FAQPage, HowTo, Article, BreadcrumbList
!
Schema validation: 6 issue(s)
Required properties are missing or values are invalid
Organization: missing urlOrganization: missing urlOrganization: missing urlOrganization: missing urlOrganization: missing urlOrganization: missing url
!
Schema completeness: 12 recommendation(s)
Several recommended properties are missing
Product: consider adding review, aggregateRatingOrganization: consider adding logo, description, sameAs, contactPoint, addressOrganization: consider adding logo, description, sameAs, contactPoint, addressPerson: consider adding url, sameAs, jobTitle, imagePerson: consider adding url, sameAs, jobTitle, imagePerson: consider adding url, sameAs, jobTitle, imageProduct: consider adding brand, review, aggregateRatingOrganization: consider adding logo, description, sameAs, contactPoint, address
✓
Rich nested schema (depth: 5)
Nested entities improve LLM understanding of relationships
i
No Speakable schema
Consider adding speakable property for voice/LLM readiness
✓
sameAs links found
Helps LLMs disambiguate entities
i
RDFa markup detected
JSON-LD is preferred for LLM consumption
✓
Single H1 tag found
"Hoya (Wasbloem) Flamingo Dream 'Star of Java'"
✓
Heading hierarchy is logical (11 headings)
No skipped levels detected
✓
Rich semantic HTML (5 tag types)
: 1, : 10, : 4, : 1, : 1
✓
Single element found
Agents can identify primary content area
i
No elements
Use for publish/update dates
✕
Text-to-HTML ratio: 0%
Very low - content may be JS-rendered or buried in markup
✓
Word count: 441
Sufficient content depth for LLM extraction
i
Reading level: moderate (Flesch: 31)
Content may be complex - consider simplifying for broader LLM coverage
✓
Language declared: "nl"
Agents know what language to expect
!
No skip-to-content link
Add a skip link at the top of the page for accessibility and agent navigation
✓
All 94 images have alt attributes
94 descriptive, 0 decorative (empty alt)
✓
Implicit landmarks via semantic HTML
Semantic elements provide landmark equivalents
!
Link text issues: 1 empty/unlabeled
Use descriptive anchor text for agent comprehension
/nl
!
1 unlabeled form input(s)
Add labels for agent-driven form interaction
quantity
✓
Interactive elements are keyboard-accessible
No tabindex="-1" on interactive elements, no non-focusable click handlers
✓
Internal links: 78
Good internal link density for crawling
✓
Navigation elements: 4
Agents can identify site navigation
i
No breadcrumb navigation detected
Add breadcrumbs for hierarchical context (great for LLM citations)
i
No in-page anchor links
A table of contents helps agents find specific sections
i
External links: 24
External links to authoritative sources build credibility
!
2 internal link(s) with weak anchor text
Use descriptive anchor text for better agent comprehension
✓
Page has navigation and footer links
Page is well-connected to site structure
!
Title tag: 72 chars (too long)
"Hoya Flamingo Dream 'Star of Java' M (Wasbloem) online kopen | Example.c..."
✓
Meta description: 145 chars
"Maak kennis met onze schattige babyplantjes, exclusieve planten en mooie huiskam..."
✓
Canonical URL set
https://example.com/nl/product/hoya-flamingo-dream-star-of-java-m
✓
Open Graph tags: 8
og:title, og:description, og:url, og:site_name, og:locale, og:image, og:image:alt, og:type
✓
Twitter Card tags: 5
i
No hreflang tags
Add if content is available in multiple languages/regions
✓
Viewport meta tag set
✓
Substantial content in DOM (2951 chars)
Content appears server-rendered or hydrated
✓
Robots meta: indexable
"index, follow"
✓
No AI bot restrictions in meta
No specific bot blocking detected in page HTML
i
robots.txt check skipped
Host permission not granted
i
X-Robots-Tag check skipped
Host permission not granted
i
llms.txt check skipped
Host permission not granted
i
No author information detected
Author data helps LLMs assess content credibility (E-E-A-T)
✓
Publication date found
Schema: yes, Meta: no, Modified: no
i
Published 51 days ago
Content is relatively recent
!
Only About page linked
Link both About and Contact for full trust signals
✓
Legal pages linked
Privacy: yes, Terms: yes
✓
FAQ/Q&A content detected
19 FAQ-like elements
i
No definition lists
Use / / for term definitions - highly extractable
i
No data tables
Tables with headers are excellent for structured data extraction
✓
Content lists: 2
Lists are easy for LLMs to cite and restructure
!
Lead paragraph is very short (30 chars)
Add a clear answer/summary as the first paragraph
!
Only 3/11 headings have IDs
Add IDs to all headings for deep linking and section references
✓
All images have width/height attributes
Prevents layout shift (CLS) during loading
✓
All non-hero images use loading="lazy"
Good for performance - reduces initial page weight
!
8 render-blocking script(s)
Add defer or async to scripts for faster page load
/_next/static/chunks/polyfills-42372ed130431b0a.js?dpl=dpl_EhJMxwCcDWpDyAw8VnH8uhttps://eu-assets.i.posthog.com/static/surveys.js?v=1.268.9https://eu-assets.i.posthog.com/array/phc_rA5g2nH52kOTkHTrRayCYx2kcqbdBAFweoyPn0https://eu-assets.i.posthog.com/static/exception-autocapture.js?v=1.268.9https://eu-assets.i.posthog.com/static/tracing-headers.js?v=1.268.9
i
Could not verify font-display in external stylesheets
Use font-display: swap in @font-face for faster text rendering
!
DOM size: 2663 elements (large)
Large DOM can slow crawling and parsing - consider simplifying
i
No WebMCP declarative tools detected
Add toolname, tooldescription, and toolparamdescription attributes to forms to enable AI agent interaction
i
No WebMCP imperative API usage detected
Use navigator.modelContext.registerTool() for complex, multi-step tool workflows beyond simple form submissions
i
No WebMCP SDK/polyfill detected
Consider @mcp-b/global polyfill or @mcp-b/react-webmcp for early WebMCP adoption
!
1 of 2 form(s) ready for WebMCP
Some forms need labels, names, or input types before they can be upgraded to WebMCP
form #2: missing input types
✓
Form IDs are stable (no dynamic/hashed patterns)
Stable IDs help AI agents maintain state across interactions
i
Product page: consider adding WebMCP tools
Recommended tools for this page type: addToCart, checkAvailability, selectVariant, compareProducts
i
UCP check skipped
Host permission not granted
i
product page: consider adding UCP
Should have checkout + fulfillment + discount capabilities
!
Some differentiation signals: 1 found
Add more "only/first/leading/unique" claims to stand out
"exclusieve planten en mooie huiskamerplanten"
!
Some specificity & proof: 2 found
Add more statistics, measurable outcomes, or case studies
"€24,95 inclusief 21% btw""pot van 12 cm doorsnede"
!
Partial problem-solution framing
Solution and outcome present, but no clear problem articulation
!
Some social proof: 1 type found
Add testimonials, logo walls, or "trusted by" sections
ratings
i
No authority/expertise signals
Mention certifications, partnerships, or research to build credibility
!
Low positioning density (7%)
Only 7% of sentences carry positioning signals - aim for 15-40%
!
Only published date found
Add dateModified to schema or meta for "last updated" signals
✓
Content is recent (2 months old)
Within the 6-month freshness window LLMs prefer
i
No temporal language detected
Add explicit dates ("as of February 2026") to anchor recency
✓
Copyright year is current (2026)
Footer signals an actively maintained site
i
No version/changelog signals
Not critical for product pages - more relevant for software/docs
!
Moderate information density (42%)
42% substantive sentences, 8% filler - aim for >60% substantive
✕
Few self-contained sections (0/2)
Sections need 150-500 words with topic sentences and supporting data
i
No claim-evidence pairing detected
Pair statistics with explanations ("X% which means...") for stronger LLM extraction
✓
Low semantic foam (4%)
Content stays specific - few empty marketing phrases
!
Moderate content-to-boilerplate ratio (48%)
Main content takes 48% of body - consider reducing nav/footer noise
✕
No external citation links
Link to authoritative sources (.gov/.edu/.org) to support factual claims
i
No source attribution in text
Phrases like "according to [source]" or "research from..." build credibility
i
No semantic citation elements
Use <cite>, footnotes, or a references section for verifiable claims
i
No methodology or data attribution
If you cite data, link the source or describe how it was collected
i
No authoritative outbound links
Even one .gov/.edu/.org link can boost perceived trustworthiness
!
Word count below ideal for product page (441)
Product pages perform best at ~800 words - add care details, FAQs, or shipping info
✓
Heading coverage looks balanced (2 H2s)
Reasonable structure for the current word count
!
Some definition patterns found (1)
Add more "X is...", "X means..." patterns - LLMs love extractable definitions
i
No comparison or alternatives content
A "vs other Hoya varieties" section helps LLMs answer comparative queries
i
Weak cross-reference signals (0/3)
Add a table of contents, related products, or key takeaways block
!
Image alt quality is partial (62% descriptive)
Some alt attributes are generic ("image", "photo") - rewrite as descriptive
i
No <figure>/<figcaption> usage
Wrap key images in <figure> with <figcaption> for richer caption context
i
No video/audio media on page
N/A - skipped accessibility checks for this page
!
Partial SVG accessibility
3 of 8 inline SVGs have title/desc/aria-label - add to the rest
✓
ImageObject schema detected
Product images are described in structured data
Priority
Category
Issue
Recommendation
Medium
Structured Data & Schema
Only 2 GEO-critical schema type(s)
Found: Product, BreadcrumbList. Consider adding: FAQPage, HowTo, Article, BreadcrumbList
Medium
Structured Data & Schema
Schema validation: 6 issue(s)
Required properties are missing or values are invalid
Medium
Structured Data & Schema
Schema completeness: 12 recommendation(s)
Several recommended properties are missing
High
Semantic HTML
Text-to-HTML ratio: 0%
Very low - content may be JS-rendered or buried in markup
Medium
Accessibility for Agents
No skip-to-content link
Add a skip link at the top of the page for accessibility and agent navigation
Medium
Accessibility for Agents
Link text issues: 1 empty/unlabeled
Use descriptive anchor text for agent comprehension
Medium
Accessibility for Agents
1 unlabeled form input(s)
Add labels for agent-driven form interaction
Medium
Internal Linking
2 internal link(s) with weak anchor text
Use descriptive anchor text for better agent comprehension
Medium
Meta & Discoverability
Title tag: 72 chars (too long)
"Hoya Flamingo Dream 'Star of Java' M (Wasbloem) online kopen | Example.c..."
Medium
Entity & Authority
Only About page linked
Link both About and Contact for full trust signals
Medium
Citability & Answer-Readiness
Lead paragraph is very short (30 chars)
Add a clear answer/summary as the first paragraph
Medium
Citability & Answer-Readiness
Only 3/11 headings have IDs
Add IDs to all headings for deep linking and section references
Low
Performance & Crawlability
8 render-blocking script(s)
Add defer or async to scripts for faster page load
Low
Performance & Crawlability
DOM size: 2663 elements (large)
Large DOM can slow crawling and parsing - consider simplifying
Low
Agent Interactivity
1 of 2 form(s) ready for WebMCP
Some forms need labels, names, or input types before they can be upgraded to WebMCP
Medium
Content Positioning
Some differentiation signals: 1 found
Add more "only/first/leading/unique" claims to stand out
Medium
Content Positioning
Some specificity & proof: 2 found
Add more statistics, measurable outcomes, or case studies
Medium
Content Positioning
Partial problem-solution framing
Solution and outcome present, but no clear problem articulation
Medium
Content Positioning
Some social proof: 1 type found
Add testimonials, logo walls, or "trusted by" sections
Medium
Content Positioning
Low positioning density (7%)
Only 7% of sentences carry positioning signals - aim for 15-40%
Low
Content Freshness
Only published date found
Add dateModified to schema or meta for "last updated" signals
Medium
Information Density
Moderate information density (42%)
42% substantive sentences, 8% filler - aim for >60% substantive
High
Information Density
Few self-contained sections (0/2)
Sections need 150-500 words with topic sentences and supporting data
Medium
Information Density
Moderate content-to-boilerplate ratio (48%)
Main content takes 48% of body - consider reducing nav/footer noise
High
Factual Verifiability
No external citation links
Link to authoritative sources (.gov/.edu/.org) to support factual claims
Medium
Content Comprehensiveness
Word count below ideal for product page (441)
Product pages perform best at ~800 words - add care details, FAQs, or shipping info
Medium
Content Comprehensiveness
Some definition patterns found (1)
Add more "X is...", "X means..." patterns - LLMs love extractable definitions
Low
Multimodal Content
Image alt quality is partial (62% descriptive)
Some alt attributes are generic ("image", "photo") - rewrite as descriptive
Low
Multimodal Content
Partial SVG accessibility
3 of 8 inline SVGs have title/desc/aria-label - add to the rest
SUB-PAGE (https://glippy.dev/tools/ai-readiness-checker/) AI Readiness Checker – Test Your Website for AI Search | Glippy
Home / Tools / AI Readiness Checker [H1] AI Readiness Checker: Is Your Website Ready for AI Search? AI search engines like ChatGPT, Perplexity, and Google AI Overviews are changing how users find information. Glippy checks whether your website is ready for this shift by analyzing 240+ factors across 16 GEO optimization categories, including crawlability, structured data, machine readability, and citability. Check Your Site Now See All 16 Categories [H2] Why AI Readiness Matters for Your Website Traditional SEO focused on ranking in ten blue links. But the landscape has shifted. AI-powered search engines now generate direct answers, summaries, and citations pulled from websites that are structured for machine consumption. If your website isn't ready, you're missing out on a growing share of search traffic. An AI readiness checker evaluates whether your site can be discovered, parsed, and cited by large language models (LLMs) and generative search engines. This goes beyond traditional technical SEO to examine machine readability, structured data quality, semantic HTML, and whether AI crawlers like GPTBot and ClaudeBot can even access your content. [H2] What Glippy's AI Readiness Checker Analyzes Glippy scores every page across 16 categories that determine how well AI systems can interact with your content: ✓ Structured Data & Schema ✓ Semantic HTML ✓ Accessibility for Agents ✓ Internal Linking ✓ Meta & Discoverability ✓ Machine Readability ✓ Entity & Authority ✓ Citability & Answer-Readiness ✓ Performance & Crawlability ✓ Agent Interactivity (WebMCP) ✓ Content Positioning ✓ Content Freshness ✓ Information Density ✓ Factual Verifiability ✓ Content Comprehensiveness ✓ Multimodal Content [H2] How the AI Readiness Check Works Install Glippy - Download the free Chrome Extension from the Chrome Web Store. Navigate to any page - Open the URL you want to analyze. Click and scan - Glippy analyzes the page locally in your browser (no data sent to servers). Get your score - View your overall GEO score (0-100), letter grade, and per-category breakdown with actionable recommendations. [H2] Who Needs an AI Readiness Check? SEO professionals expanding into Generative Engine Optimization (GEO) Content marketers who want their content cited by AI search engines Web developers building sites that are accessible to AI crawlers and agents Agencies auditing client websites for AI readiness at scale E-commerce sites wanting product pages to appear in AI-generated shopping answers [H3] Check Your Website's AI Readiness Now Free to use with 11 full scans. No sign-up required. Runs locally in your browser. Download Glippy [H4] Website AI Readiness Checker Deep-dive analysis of any website's readiness for AI-powered search and LLM crawlers. Learn more → [H4] LLM Readiness Checker Verify whether large language models can access, parse, and cite your web content. Learn more → [H4] GEO Checker Score your pages against Generative Engine Optimization best practices. Learn more →
SUB-PAGE (https://glippy.dev/tools/geo-checker/) GEO Checker | Glippy
Home / Tools / GEO Checker [H1] GEO Checker: Score Your Generative Engine Optimization Glippy is a dedicated GEO checker that scores your website from 0-100 across 16 optimization categories. Find out how well your pages are optimized for generative search engines like ChatGPT, Perplexity, and Google AI Overviews. Check Your Site Now See All Features [H2] What Is a GEO Score? A GEO (Generative Engine Optimization) score measures how well your website is optimized for AI-powered search engines and LLM crawlers. Glippy calculates this by evaluating 240+ individual checks across 16 weighted categories, producing an overall score from 0-100 with a letter grade (A through F). [H2] The 16 GEO Categories Glippy's GEO checker evaluates your pages across these categories: ✓ Structured Data & Schema ✓ Semantic HTML ✓ Accessibility for Agents ✓ Internal Linking ✓ Meta & Discoverability ✓ Machine Readability ✓ Entity & Authority ✓ Citability & Answer-Readiness ✓ Performance & Crawlability ✓ Agent Interactivity (WebMCP) ✓ Content Positioning ✓ Content Freshness ✓ Information Density ✓ Factual Verifiability ✓ Content Comprehensiveness ✓ Multimodal Content [H2] How GEO Differs from SEO While traditional SEO focuses on ranking in search result pages, GEO focuses on being cited in AI-generated answers. This means optimizing for citability, machine readability, and answer readiness - areas that traditional SEO tools typically do not cover. [H3] Try Glippy Free Analyze any page with 240+ checks across 16 categories. No sign-up required. Download Glippy [H4] Generative Engine Optimization Tool Full GEO optimization toolkit for websites.Learn more → [H4] What Is GEO? Learn about Generative Engine Optimization.Learn more → [H4] AI Readiness Checker Comprehensive AI readiness analysis.Learn more →
🛡️ Trust Signals — reviews, proof links, trust-theatre flag (Trust & Proof)
| Page | Reviews | Proof links |
|---|---|---|
| / (home) | 11 | 0 |
| /mcp/ | 4 | 0 |
| /support/ | 0 | 0 |
| /glippy-report-example.com-2026-02-18T08-24-16/ | 8 | 0 |
| /tools/ai-readiness-checker/ | 0 | 0 |
| /tools/geo-checker/ | 0 | 0 |
🔗 Identity & Technical Layer — schema JSON-LD: identity chains, entity gaps (Identity & Authority)
Homepage schema
[
{
"@context": "https://schema.org",
"@type": "SoftwareApplication",
"name": "Glippy",
"description": "GEO Agent-Readiness Checker that scores your website across 16 optimization categories for AI agents, LLM crawlers, and generative search engines.",
"applicationCategory": "DeveloperApplication",
"operatingSystem": "Windows, macOS, Linux",
"url": "https://www.glippy.dev/",
"image": "https://www.glippy.dev/glippy.JPG",
"screenshot": [
"https://www.glippy.dev/app-example.JPG",
"https://www.glippy.dev/desktop-example.JPG"
],
"featureList": [
"GEO score (0-100) with letter grade",
"16 optimization categories",
"240+ individual checks",
"Structured data analysis",
"Semantic HTML validation",
"Machine readability detection",
"LLM crawler compatibility checks",
"Content-based checks (positioning, freshness, density, verifiability, comprehensiveness, multimodal)",
"Export reports as HTML, Markdown, CSV, TXT (Pro)"
],
"offers": {
"@type": "Offer",
"price": "0",
"priceCurrency": "USD"
},
"author": {
"@type": "Person",
"name": "Jan-Willem Bobbink",
"jobTitle": "Digital Marketer & GEO Specialist",
"url": "https://www.notprovided.eu",
"image": "https://www.notprovided.eu/author.jpg",
"sameAs": [
"https://x.com/jbobbink",
"https://www.linkedin.com/in/jbobbink/"
]
},
"datePublished": "2025-01-15",
"dateModified": "2026-02-17",
"aggregateRating": {
"@type": "AggregateRating",
"ratingValue": "5.0",
"ratingCount": "1",
"bestRating": "5",
"worstRating": "1"
},
"speakable": {
"@type": "SpeakableSpecification",
"cssSelector": [
".hero-sub",
".section-header p",
"#glossary dd"
]
}
},
{
"@context": "https://schema.org",
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.glippy.dev/"
}
]
},
{
"@context": "https://schema.org",
"@type": "FAQPage",
"name": "Glippy FAQ",
"description": "Frequently asked questions about Glippy, GEO optimization, AI agents, and LLM crawlers.",
"mainEntity": [
{
"@type": "Question",
"name": "What is GEO?",
"text": "What is GEO and how does it differ from traditional SEO?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "Generative Engine Optimization (GEO) is the practice of optimizing your website so that AI-powered search engines and LLM crawlers can easily find, understand, and cite your content. Think of it as SEO for the age of ChatGPT, Perplexity, and Google AI Overviews."
}
},
{
"@type": "Question",
"name": "What are AI agents and LLM crawlers?",
"text": "What are AI agents and LLM crawlers, and why do they matter for my website?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "AI agents are automated systems that browse and interact with the web on behalf of users. LLM crawlers (like GPTBot, ClaudeBot, and Google-Extended) are bots that fetch web content to train or augment large language models. If your site blocks or confuses these crawlers, you're invisible to AI-powered search."
}
},
{
"@type": "Question",
"name": "Is Glippy Chrome Extension free?",
"text": "Is Glippy Chrome Extension free to use, and what features are included?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "Glippy has a free tier with 11 full scans that covers all GEO checks and scoring. Glippy Pro unlocks unlimited scans and export capabilities (HTML, PDF, Markdown, CSV, TXT formats plus Google Drive integration). Pro is a one-time purchase with a lifetime license."
}
},
{
"@type": "Question",
"name": "How is the GEO score calculated?",
"text": "How does Glippy calculate the GEO score for a website?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "Each of the 16 categories gets a score from 0-100 based on individual checks. The 16 categories cover technical readiness (structured data, semantic HTML, accessibility, internal linking, meta tags, machine readability, entity authority, citability, performance, agent interactivity) plus content-based checks (positioning, freshness, information density, factual verifiability, comprehensiveness, multimodal content). These are combined to produce an overall GEO score and letter grade (A through F)."
}
},
{
"@type": "Question",
"name": "Does it work with single-page apps (SPAs)?",
"text": "Does Glippy work with single-page applications built with React, Vue, or Angular?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "Yes! Glippy detects JS frameworks (React, Vue, Angular, Svelte, etc.) and checks for server-side rendering (SSR). If your SPA relies solely on client-side rendering, Glippy will flag it - because most AI crawlers can't execute JavaScript."
}
},
{
"@type": "Question",
"name": "What data does Glippy collect?",
"text": "What data does Glippy collect and is my website data private?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "Glippy runs entirely in your browser. No page content is ever sent to our servers. The only network calls are for license verification (Pro users). Your analysis data stays on your machine."
}
},
{
"@type": "Question",
"name": "Why the name Glippy?",
"text": "Why is it called Glippy and what's the inspiration behind the name?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "It's a loving homage to Microsoft's Clippy - the original helpful assistant! But where Clippy helped you write letters, Glippy helps you optimize for the AI era. Same energy, new mission. And this time, the paperclip is actually useful."
}
},
{
"@type": "Question",
"name": "What is WebMCP and why does Glippy check for it?",
"text": "What is WebMCP and why does Glippy include Agent Interactivity checks?",
"dateCreated": "2026-02-17",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "WebMCP (Web Model Context Protocol) is a new W3C standard jointly developed by Google and Microsoft that lets websites expose structured tools and capabilities directly to AI agents in the browser. Glippy checks for WebMCP declarative attributes (toolname, tooldescription, toolparamdescription) on forms, imperative API usage, SDK/polyfill detection, and form agent-readiness to help you prepare for the next wave of AI agent interaction."
}
},
{
"@type": "Question",
"name": "Do I need to implement WebMCP right now?",
"text": "Is WebMCP required for my website today, or is it too early to adopt?",
"dateCreated": "2026-02-17",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "WebMCP is currently in early preview (Chrome 146 Canary) with production readiness expected mid-late 2026. Glippy's Agent Interactivity category has a low weight (0.2x) so it won't significantly impact your score today. However, early adopters gain a competitive advantage, and Glippy's Form Agent-Readiness check helps you see how close your existing forms are to being WebMCP-compatible."
}
},
{
"@type": "Question",
"name": "What is the difference between WebMCP and Anthropic's MCP?",
"text": "How does Google's WebMCP relate to Anthropic's Model Context Protocol (MCP)?",
"dateCreated": "2026-02-17",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "They are complementary, not competing. Anthropic's MCP is a backend server-to-server protocol that connects AI tools to APIs and databases. Google's WebMCP is a frontend browser protocol that connects AI agents to website UIs. A complete agent stack might use both: MCP for backend integrations and WebMCP for browser-based interactions."
}
},
{
"@type": "Question",
"name": "Lost your license key?",
"text": "How can I recover my Glippy Pro license key if I lost it?",
"dateCreated": "2025-01-15",
"upvoteCount": 0,
"acceptedAnswer": {
"@type": "Answer",
"text": "No worries! Enter the email you used to purchase Glippy Pro on the FAQ page, and we'll send your license key right to your inbox."
}
}
]
},
{
"@context": "https://schema.org",
"@type": "HowTo",
"name": "How to Check Your Website's GEO Score with Glippy",
"description": "Learn how to analyze your website's readiness for AI agents and LLM crawlers using the Glippy Chrome Extension.",
"totalTime": "PT2M",
"tool": {
"@type": "HowToTool",
"name": "Glippy Chrome Extension"
},
"step": [
{
"@type": "HowToStep",
"position": 1,
"name": "Install the Glippy Extension",
"text": "Download and install the Glippy Chrome Extension from the Chrome Web Store.",
"url": "https://www.glippy.dev/#extension"
},
{
"@type": "HowToStep",
"position": 2,
"name": "Navigate to Your Website",
"text": "Open the webpage you want to analyze in your Chrome browser."
},
{
"@type": "HowToStep",
"position": 3,
"name": "Click the Glippy Icon",
"text": "Click the Glippy icon in your browser toolbar to open the extension popup."
},
{
"@type": "HowToStep",
"position": 4,
"name": "Review Your GEO Score",
"text": "View your overall GEO score (0-100), letter grade, and per-category breakdown with actionable recommendations."
}
]
}
]
/tools/ai-readiness-checker/
{
"@context": "https://schema.org",
"@type": "WebPage",
"name": "AI Readiness Checker",
"description": "Check if your website is ready for AI search engines, LLM crawlers, and AI agents.",
"url": "https://www.glippy.dev/tools/ai-readiness-checker/",
"breadcrumb": {
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.glippy.dev/"
},
{
"@type": "ListItem",
"position": 2,
"name": "Tools",
"item": "https://www.glippy.dev/tools/"
},
{
"@type": "ListItem",
"position": 3,
"name": "AI Readiness Checker"
}
]
}
}
/tools/geo-checker/
{
"@context": "https://schema.org",
"@type": "WebPage",
"name": "GEO Checker",
"description": "Check your GEO score with Glippy. Analyze your website's Generative Engine Optimization readiness across 16 categories with 240+ checks.",
"url": "https://www.glippy.dev/tools/geo-checker/",
"breadcrumb": {
"@type": "BreadcrumbList",
"itemListElement": [
{
"@type": "ListItem",
"position": 1,
"name": "Home",
"item": "https://www.glippy.dev/"
},
{
"@type": "ListItem",
"position": 2,
"name": "Tools",
"item": "https://www.glippy.dev/tools/ai-readiness-checker/"
},
{
"@type": "ListItem",
"position": 3,
"name": "GEO Checker"
}
]
}
}
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.
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.
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.
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.
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.
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.
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.
Based on 1852 businesses audited.
Glippy has 29.1 points less BS than the average for Marketing, SEO & Advertising Agencies.
Marketing, SEO & Advertising Agencies BS: Glippy (www.glippy.dev)
This site is a masterclass in substance-led marketing, treating its audience as technical peers rather than lead-generation targets. The only minor BS detected is the unlinked review count and the launch week scarcity tactic. It is a high-utility technical product with almost no marketing foam.
Link the review_count directly to the Chrome Web Store or a third-party review aggregator to eliminate trust theatre flags. Add a named client case study or a user-submitted comparison report to the homepage to provide external social proof. Explicitly list the career background of the creator on a dedicated About page to further strengthen the expertise signal. Ensure the Desktop: Bulk Check feature has a firm release date to move it from a Soon claim to a commitment.
The site is classified under Marketing and SEO, but it functions more as a specialized MarTech software provider. The content perfectly confirms the classification through its focus on Generative Engine Optimization (GEO), a technical evolution of traditional search marketing.
“The score of 16 is driven primarily by the Trust and Proof pillar (10 points) due to the lack of outbound proof links for reviews. Minor points were added for concept repetition and boilerplate navigation. The site scored 0 in Semantic Coherence and Identity/Authority, reflecting its high level of technical integrity and transparent authorship.”
This training module utilizes a snapshot of public data from Glippy, captured on May 20, 2026, to demonstrate how machine logic evaluates different types of business narratives.
Purpose: This data is presented under “Fair Use” / “Educational Exception” for the purpose of forensic semantic analysis, allowing users to compare human intuition against machine-generated evaluations.
Notice to Glippy: This analysis is part of a non-adversarial audit conducted by 1 Euro SEO. The results provided by 1EuroSEO are intended as professional feedback to help improve any website’s machine-readability and authority signals. The 1EuroSEO BS Detection Tool is a free tool, and anyone can test any company to see how their content is interpreted by AI models.
Any company can use the insights for free and improve its voice by comparing it to industry clichés or competitors. When a company has updated its content, it can always submit a new audit request, which will be reflected in a new current score.
To all users: You are encouraged to visit the live site at https://www.glippy.dev to view the most current version of its content and learn from the source what this company is about and what it offers.