The Challenge: Traditional SEO Metrics Don’t Reflect How AI Interprets Your Content
Most SEO tools measure what used to matter—keyword rankings, backlink counts, domain authority scores. These metrics are pulled from third-party APIs and filtered through proprietary algorithms that approximate how search engines work.
But search is shifting. AI systems like ChatGPT, Claude, and Perplexity don’t just crawl your site—they parse and interpret your content to decide whether to cite it, recommend it, or skip it entirely. The gap between what traditional tools measure and what actually influences AI visibility is widening.
Why This Matters
If your content isn’t structured in a way that AI systems can easily understand and trust, you’re invisible in the spaces where more and more users are getting their answers. And most audits won’t catch this—because they’re not built to evaluate content the way AI does.
The QNTM Approach
QNTM’s Visibility Engine analyzes your website using the same DOM parsing and pattern recognition that AI systems use. No external APIs or approximations—just a direct look at how machines actually perceive your content.
The tool runs 1,500+ checks across six modules, informed by 200+ factors from Google’s leaked ranking signals and aligned with the Quality Rater Guidelines. Every issue identified comes with step-by-step fixes written for non-developers: WordPress instructions, copy-paste code, and verification steps you can follow without touching raw HTML.
Key Features…
Pure DOM/AI Analysis Engine
Analyze any website using the same parsing methods AI systems use—no third-party APIs, no rate limits, no recurring data costs.Pure DOM/AI Analysis Engine
Unlike competitors who depend on expensive API calls to SEMrush, Ahrefs, or Moz for their data, QNTM’s core engine runs entirely through client-side DOM analysis and AI pattern recognition. This means 850+ checks execute instantly without external dependencies, your analysis data never leaves your browser, and you get insights that reflect actual machine perception—not repackaged third-party metrics filtered through someone else’s priorities.
Google API Leak Integration
The only SEO platform incorporating 200+ ranking factors from Google's leaked internal documentation.Google API Leak Integration
When Google’s internal ranking signals leaked, most tools ignored them. QNTM built them into the core analysis engine. Every audit checks for NavBoost signals, ClickSignals, AuthoritySignals, ContentQualityScore, and dozens of other factors Google actually uses—not the outdated “best practices” that SEO tools have been recycling for a decade. This isn’t speculation; it’s engineering based on what Google’s own systems measure.
Quality Rater Guidelines Alignment
Full E-E-A-T evaluation using the same criteria Google's human quality raters apply to your content.Quality Rater Guidelines Alignment
Google’s Search Quality Rater Guidelines are the blueprint for how content gets evaluated. QNTM maps every check against these guidelines—from “Needs Met” ratings to YMYL compliance to “Lowest Quality” page detection. You’ll see exactly where your content falls on the E-E-A-T spectrum (Experience, Expertise, Authoritativeness, Trustworthiness) and receive specific instructions for improving each dimension based on what Google’s own evaluators look for.
Streamlined 6-Module Architecture
Six clear modules answering six critical questions—no redundancy, no confusion, no hunting through 20+ fragmented reports.Streamlined 6-Module Architecture
Each module answers one essential question: Can search engines access your site? Is it fast and secure? Is your content authoritative? Can users accomplish their goals? How do you compare to competitors? What should you do next? This logical progression from Technical Foundation through Strategic Roadmap means every check lives in exactly one place, parallel development scales cleanly, and you get actionable intelligence instead of data overload.
AI & LLM Visibility Optimization
Optimize for how ChatGPT, Claude, Perplexity, and other AI systems select and cite content in their responses.AI & LLM Visibility Optimization
Traditional SEO optimizes for Google’s ten blue links. QNTM optimizes for the AI-powered answer engines that are replacing them. The platform analyzes entity markup, semantic structure, citation-readiness, and trust signals that determine whether large language models will reference your content. This includes LLM Seeding strategies, Generative Engine Optimization (GEO), and AI Integration Optimization (AIO)—capabilities no traditional SEO tool even attempts to measure.
350-Point Technical Foundation Analysis
Comprehensive crawlability, schema validation, URL architecture, and internal link intelligence in one module.350-Point Technical Foundation Analysis
Module 1 alone includes 350 checks covering robots.txt configuration, meta robots directives, JavaScript rendering, crawl depth optimization, canonical tag validation, hreflang implementation, redirect chains, and PageRank flow analysis. Every check integrates Google’s leaked CrawlSignals and IndexingSignals, plus EntitySignals from Knowledge Graph integration. Your technical foundation determines whether anything else matters—QNTM ensures it’s bulletproof.
450-Point Content Excellence Module
Deep analysis of E-E-A-T signals, content quality, YMYL compliance, and anti-spam alignment with Helpful Content standards.450-Point Content Excellence Module
The most comprehensive content analysis available: author entity validation, credential verification, citation analysis, semantic coverage mapping, originality scoring, and Main Content (MC) quality evaluation against Quality Rater standards. Includes dedicated YMYL checks for medical/financial content, legal disclaimer detection, and risk warning verification. Google’s leaked ContentQualityScore, AuthoritySignals, and ExpertiseScore factors are built into every assessment.
Competitive Gap Analysis
SWOT analysis, persona mapping, and keyword intelligence that shows exactly what you need to catch up—and get ahead.Competitive Gap Analysis
Module 5 reverse-engineers competitor strategies across technical implementation, content depth, and trust signals. Buyer persona mapping identifies which job titles, departments, and organizational roles competitors target. The keyword and semantic intelligence engine surfaces gaps in your coverage and opportunities they’re missing. Unlike competitor tools that show you what others rank for, QNTM shows you why—and what to do about it.
Export, Email & Print Reports
Download comprehensive audits as PDF, share via email, or print professional reports for client presentations.Export, Email & Print Reports
Every analysis generates presentation-ready reports that can be downloaded, emailed directly to stakeholders, or printed for client meetings. Reports include executive summaries, detailed findings by module, prioritized fix recommendations, and visual scoring breakdowns. No additional subscriptions or “upgrade to export” paywalls—full reporting is built into the core platform.
Drop-In WordPress Integration
Embed the complete analysis engine on any WordPress site using a simple HTML block or shortcode.Drop-In WordPress Integration
QNTM was built WordPress-first. The entire analysis engine can be deployed via a single HTML block, Code Snippets plugin, or custom shortcode. No server configuration required, no database setup, no recurring hosting costs for the analysis layer. Perfect for agencies wanting white-label audits, consultants offering value-adds, or businesses keeping their SEO intelligence in-house instead of paying monthly SaaS fees.
Prioritized Strategic Roadmap
Impact vs. effort analysis with 30/60/90-day timelines, quick wins identification, and ROI calculations.Prioritized Strategic Roadmap
Module 6 transforms raw audit data into an actionable game plan. The priority matrix identifies quick wins that deliver maximum impact with minimum effort. Baseline comparison shows exactly what you need to reach competitor parity versus what will put you ahead. Persona-based recommendations tailor content strategy to your specific audience segments. And the feedback loop system tracks progress against KPIs so you’re not just guessing—you’re measuring.
Hand-Holding Implementation Guides
Every check includes step-by-step WordPress instructions, copy-paste code, and verification procedures for non-technical users.Hand-Holding Implementation Guides
QNTM doesn’t just identify problems—it tells you exactly how to fix them. Every single check includes immediate fixes you can implement in minutes, long-term strategy recommendations, common mistakes to avoid, and detailed step-by-step instructions written for users with zero technical background. Schema markup? Here’s the JSON-LD to copy. Core Web Vitals? Here’s which plugin settings to change. No developer required.
What’s shipping next
- v1.5 – API Integrations (Q1 2026) — Optional Google Search Console and PageSpeed Insights API connections unlock additional 200+ enhanced checks for users who want deeper data.
- v2.0 – Multi-Page Deep Crawl (Q2 2026) — Full site crawling with cross-page analysis, internal linking optimization, and site-wide content gap identification.
- v2.5 – Competitive Intelligence Suite (Q3 2026) — Side-by-side competitor analysis with automated SWOT generation and differentiation opportunity mapping.
- v3.0 – Continuous Monitoring (Q4 2026) — Scheduled audits with change detection, alert triggers, and progress tracking against baseline measurements.
- Enterprise Edition (2027) — White-label capabilities, team collaboration features, API access for custom integrations, and priority support SLAs.
** Not in this demo: full crawls, authenticated areas, or Lighthouse metrics (coming later). Tool is best viewed on desktop… a mobile solution will become available once we have a full dashboard ready for deployment. **
QNTM AI VISIBILITY ENGINE™
Patent-Pending Industry-Dominating SEO Platform • Complete DOM & AI Analysis • 125-Point Deep Analysis
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AI Visibility Score
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