Slawski SEO DashboardThe SEO Brain

16 patent-grounded audit frameworks from Bill Slawski's 20 years of Google patent research — operationalized into a runnable system.

Browse All 16 Audits

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Panda Quality Score

Run the exact decision tree from Google's quality scoring patent. Catches thin content, ad overload, and site-level quality suppression before they kill rankings.

🔍

Entity Extraction Audit

Map every entity in your content against Knowledge Graph expectations. Find disambiguation failures, missing attributes, and relationship gaps.

📝

Phrase-Based Optimizer

Anna Patterson's phrase indexing patent operationalized. Identify co-occurring phrase gaps that signal thin content to Google's indexer.

🎯

Featured Snippet Scorer

Score your content against the 8 dimensions Google uses to select featured snippets. Find the format, length, and structure gaps blocking you.

👤

Agent Rank Author Audit

Evaluate author authority signals across 8 dimensions — from Knowledge Graph entity status to cross-platform presence and topic alignment.

📍

Local Geo-Relevance

Audit NAP consistency, locally prominent semantic features, LocalBusiness schema, and the Geo-Semantic Index signals Google uses for map pack rankings.

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Reasonable Surfer Links

Score every internal link by click-probability. The Reasonable Surfer patent shows Google weights links by expected user behavior — not just placement.

⚡

CTR & Click Feedback

Audit 7 dimensions of click-through performance using Google's click feedback patent methodology — including pogo-stick risk and satisfaction signals.

📅

Historical Data Risk

Analyze your domain's temporal profile against Matt Cutts and Paul Haahr's patent on historical data. Detect link velocity anomalies before they flag.

About This Dashboard

Every audit in this system is built directly from Bill Slawski's analysis of Google's patents at SEO by the Sea. Slawski (1952–2022) spent 20 years reading Google's patent applications and translating their mechanisms into practitioner methodology.

This is not a general SEO checklist. Each audit maps to specific patent claims, scoring criteria, and signal categories that reflect how Google's systems actually evaluate content, links, and authority.

Use the AI chat (bottom right) to ask about any audit framework, get diagnostic help, or find which audit applies to your specific ranking problem.