The encyclopedia of modern search & AI visibility
A continuously updated reference of everything the SearchScore Method knows - nine domains, ten capabilities and a growing graph of frameworks, patterns, decisions, benchmarks and guides, run on our Knowledge Operating System. Start from a business problem, follow it to the fix.
- 9
- Domains
- 20
- Capabilities
- 26
- Frameworks
- 31
- Patterns
- 52
- Decisions
Ask a question. Get a plan, not a page.
See the Knowledge Operating System turn a plain-English question into a diagnosis and the exact next steps - reasoning from your problem, through the graph, to the fix.
How the knowledge connects
Every object in the system sits on one path - from the problem you feel to the improvement you measure.
- Business Problem
- Pattern
- Decision
- Capability
- Framework
- Audit
- Checklist
- Implementation
- Measurement
- Continuous Improvement
Browse by domain
All domains →
Domain13
Search Foundations
The mental models every other domain builds on: how search and AI answer engines actually retrieve, rank and cite content in 2026.
Domain110
Technical SEO
Making sure engines and AI crawlers can reach, render, understand and trust your pages - the plumbing beneath every ranking.
Domain119
Content Optimisation
Turning pages into the best available answer for a query - the raw material both classic ranking and AI citation reward.
Domain33
Commercial SEO
Aligning visibility with revenue: winning the queries where buyers decide, not just where traffic is easy.
Domain61
Authority & Trust
Becoming an entity that engines and AI models recognise, understand and trust enough to cite by name.
Domain68
GEO & AI Search
Generative Engine Optimisation: engineering content so AI answer engines retrieve, quote and attribute it.
Domain48
AI Visibility
Managing how - and how favourably - AI systems represent your brand across the decision journey.
Domain39
Measurement & Intelligence
Knowing what is true: scoring, tracking and prioritising visibility work with evidence rather than vibes.
Domain4
Automation & Operations
Making the Method repeatable: SOPs, workflows and AI-assisted operations that run visibility work at scale.
Browse by capability
All capabilities →
Capability
86
Query Gap Optimisation
Find the questions your audience asks search and AI engines that you do not yet answer well, and close the highest-value gaps first.
Capability
84
Existing Asset Optimisation
Grow visibility from pages you already own by strengthening, refreshing and consolidating before creating anything new.
Capability
88
Technical Health Optimisation
Remove the crawl, render, index and structured-data barriers that stop engines and AI retrievers from using your pages.
Capability
82
Content Opportunity Prioritisation
Decide what to work on next by scoring every opportunity on value, difficulty and confidence - not gut feel.
Capability
80
Commercial Intent Optimisation
Win the buying-stage queries and AI answers where prospects choose a provider - where visibility turns into revenue.
Capability
81
Internal Link Architecture
Structure internal links so authority flows to money pages, topics cluster clearly, and no important page is orphaned.
Capability
76
Entity Authority Development
Build the brand into a recognised, trusted entity that AI models can identify and are willing to cite by name.
Capability
75
Citation Engineering
Engineer content that AI answer engines can extract, quote and attribute - turning pages into citable sources.
Capability
73
AI Visibility Optimisation
Improve how often, how prominently and how favourably AI systems represent your brand across the buyer journey.
Capability
83
Visibility Intelligence & Reporting
Turn tracking into decisions: measure visibility across engines, grade the evidence, and surface the next best action.
Capability
82
Content Refresh
Systematically detect and reverse content decay so existing pages regain rankings, clicks and AI citations.
Capability
80
Topical Authority
Build comprehensive, well-linked topic clusters that establish the site as a recognised authority on a subject.
Capability
85
Indexability Management
Ensure the right pages are indexable and the wrong ones are not, so search engines can find and rank valuable content.
Capability
79
Crawl Optimisation
Direct crawl budget to important pages by removing waste, fixing structure and improving discovery.
Capability
81
Schema Optimisation
Select and implement the right structured data so pages qualify for rich results and are understood by AI engines.
Capability
78
Conversion SEO
Align commercial-intent pages with buyer needs so rankings translate into leads and revenue, not just traffic.
Capability
76
Digital PR
Earn authoritative links, mentions and trust signals that strengthen the brand's entity and off-site authority.
Capability
80
Knowledge Coverage
Measure and close the gap between what a site says about a topic and the full knowledge users and AI engines expect.
Capability
84
Measurement Framework
Turn scattered SEO and GEO signals into evidence-graded metrics that drive confident, prioritised decisions.
Capability
72
Automation Engine
Automate recurring SEO and GEO monitoring, detection and workflows so teams act on change instead of hunting for it.
Start from a business problem
All patterns →Recognise the symptom, jump to the fix.
Pattern
80
Organic Traffic Decline
Overall organic traffic is trending down across the site or a section.
Pattern
82
High Impressions, Low Clicks
Pages appear often in results but earn few clicks.
Pattern
85
Pages Not Indexed
Important pages are missing from the index.
Pattern
80
Keyword Cannibalisation
Multiple pages compete for the same query and none wins cleanly.
Pattern
74
AI Does Not Recommend Brand
AI engines answer category questions without mentioning you.
Pattern
74
Weak Authority
Content is good but the brand lacks the authority to out-rank or out-cite rivals.
Pattern
80
Thin Content
Pages lack the depth to satisfy intent or add information gain.
Pattern
81
Poor Internal Linking
Internal links fail to route authority or express topic structure.
Featured frameworks
All frameworks →
Framework
86
Query Gap Optimisation Framework
A repeatable method for finding, sizing and closing the gap between what your audience asks and what you answer well.
Framework
80
Content Opportunity Matrix
A two-axis view - opportunity value against effort/difficulty - that turns a messy backlog into a clear sequence.
Framework
79
Commercial Intent Matrix
Classifies queries by how close they sit to a purchase so effort concentrates where visibility becomes revenue.
Framework
81
Internal Link Architecture Framework
Design internal links as deliberate structure that routes authority to money pages and makes topics legible to engines.
Framework
78
Visibility Lifecycle
The stages a page moves through - from invisible to cited to defended - and the work each stage needs.
Framework
84
Evidence Ladder
A scale for grading how much to trust a visibility finding, from anecdote to controlled test.
Popular decisions
All decisions →
Decision
82
Should I optimise this page?
When an existing page is worth investing in rather than leaving, replacing or deleting.
Decision
80
Should I create a new page?
When a query gap warrants a brand-new page rather than an edit to an existing one.
Decision
79
Should I merge these pages?
When two overlapping pages should be consolidated into one stronger asset.
Decision
81
Should I refresh this content?
When a page needs a substance refresh to recover visibility.
Decision
76
Should I build links or create content?
Where the next unit of effort pays back more: authority or coverage.
Decision
83
Should I improve internal linking?
When internal linking is the highest-leverage fix available.
Latest guides
All guides →
Guide
84
How to run a Query Gap Optimisation audit
A step-by-step walkthrough of finding, scoring and closing the query gaps that cost you the most visibility.
Guide
75
How to make a page citable by AI answer engines
A practical guide to Citation Engineering: restructuring a page so ChatGPT, Perplexity and AI Overviews can extract, quote and attribute it.
Guide
81
How to diagnose and reverse content decay
A method for catching pages that are quietly losing visibility and refreshing them for real recovery, not cosmetic freshness.
Guide
85
How to run a technical SEO audit that finds problems worth fixing
A repeatable method for auditing crawlability, indexation and rendering, then ranking the findings by business impact.
Guide
85
How to fix pages that aren't being indexed
A diagnostic path for finding why valuable pages are excluded from the index and getting them back in.
Guide
82
How to optimise crawl budget on a large site
Practical steps to stop crawlers wasting effort on low-value URLs so your important pages get crawled and refreshed faster.
Guide
80
How to configure robots.txt for AI crawlers
How to decide and control whether GPTBot, PerplexityBot, Google-Extended and other AI agents can access your site.
Guide
84
How to implement structured data that helps AI understand your pages
A selection-and-implementation method for schema.org markup that earns rich results and clarifies entities for AI systems.
Guide
84
How to design a crawlable site architecture
How to structure URLs, navigation and internal links so crawlers reach every important page and understand how they relate.
Guide
84
How to pass Core Web Vitals
A focused method for diagnosing and fixing the loading, interactivity and stability metrics that affect user experience and ranking.
Guide
82
How to make a JavaScript site render for search and AI
How to ensure content built with client-side JavaScript is actually seen, indexed and cited by crawlers.
Guide
84
How to fix redirect chains and status codes
How to audit and clean up redirects and HTTP responses so crawlers and users reach the right page in one hop.
Guide
82
How to run a log-file analysis
How to use server logs to see exactly how search and AI crawlers behave on your site, and act on it.
Guide
85
How to run a query gap analysis that finds the pages you are missing
Compare the questions your audience asks against the pages you have published to surface the highest-value content you are not yet answering.
Guide
86
How to refresh decaying content before it loses its rankings
A repeatable workflow to detect, prioritise and update ageing pages so they regain traffic instead of quietly fading.
Guide
84
How to build a topic cluster that earns topical authority
Group related pages around a central theme with deliberate internal linking so search engines and AI models recognise you as an authority on the subject.
Guide
84
How to write a pillar page that anchors a topic and ranks for the head term
Structure a comprehensive, well-linked pillar page that both serves the broad head query and directs readers into your supporting content.
Guide
83
How to prune low-value content without losing traffic
Identify pages that dilute your site's quality and decide whether to improve, merge, redirect, or delete each one safely.
Guide
82
How to add information gain so your content earns its ranking
Make each page contribute something the existing results do not, so search engines and AI models have a reason to surface and cite you.
Guide
85
How to map search intent so every page answers the right question
Classify the intent behind each target query and align page type, structure, and angle to what the searcher actually wants.
Guide
85
How to diagnose and fix keyword cannibalisation
Find pages competing for the same query, decide which should win, and consolidate so your authority stops splitting.
Guide
84
How to write a content brief that produces rankable content first time
Give writers a precise, evidence-based brief so the draft satisfies intent, covers the topic, and needs minimal rework.
Guide
84
How to improve thin content so it ranks and converts
Turn shallow, low-value pages into substantive ones that satisfy intent, or retire them if they cannot be saved.
Guide
76
How to get your brand cited by ChatGPT
Earn citations and recommendations inside ChatGPT answers by making your pages retrievable, quotable and trustworthy.
Guide
76
How to optimise your content for Perplexity
Win citations in Perplexity by structuring pages around retrievable, evidence-backed passages it can quote and link.
Guide
76
How to appear in Google AI Overviews
Earn inclusion in Google's AI Overviews by combining strong organic relevance with clear, passage-level answers.
Guide
72
How to write and publish an llms.txt file
Create an llms.txt file that gives AI systems a clean, curated map of your most important content.
Guide
78
How to structure content answer-first for AI engines
Rewrite pages so the answer comes first, making passages easy for AI engines to lift and cite.
Guide
77
How to allow AI crawlers without losing control
Configure robots.txt and infrastructure so beneficial AI crawlers can reach your content while you keep control of the rest.
Guide
74
How to grow your share of model in AI answers
Increase how often AI models name and recommend your brand across the buyer questions that matter.
Guide
75
How to monitor your AI citations over time
Set up a repeatable process to track when and how AI engines cite your brand across key questions.
Guide
75
How to build entity signals so AI models recognise your brand
Establish consistent entity signals so AI models reliably recognise, resolve and trust your brand.
Guide
74
How to use structured data to support AI answers
Apply the right schema so AI engines can parse, trust and reuse your content in their answers.
Guide
80
How to build E-E-A-T signals across your site
Turn experience, expertise, authoritativeness and trust from an abstract idea into concrete, verifiable signals on every important page.
Guide
80
How to run a digital PR campaign that earns authoritative links
Design a newsworthy, data-led campaign that journalists want to cover, earning editorial links and brand authority rather than buying them.
Guide
78
How to build entity authority so search and AI recognise your brand
Make your brand a well-defined entity that search engines and language models understand, trust and associate with your core topics.
Guide
74
How to earn brand mentions that build authority without a link
Generate and reclaim the unlinked brand mentions that reinforce your entity and increasingly influence AI recommendations.
Guide
80
How to generate and manage customer reviews that build trust
Build a steady flow of authentic reviews and respond to them in a way that strengthens trust, local visibility and conversion.
Guide
80
How to optimise for local SEO and win the map pack
Improve local relevance, prominence and proximity signals so your business ranks in the map pack and local organic results.
Guide
80
How to claim and optimise your Google Business Profile
Claim, verify and fully optimise your Google Business Profile so it drives calls, visits and map pack visibility.
Guide
78
How to write author bios and bylines that build trust
Attach credible, verifiable authors to your content so readers, quality raters and AI systems trust who is behind it.
Guide
80
How to add trust signals to your money pages
Layer credible, verifiable trust signals onto revenue pages so buyers, raters and AI systems feel safe choosing you.
Guide
78
How to build sustainable, editorial links safely
Earn durable, editorially given links through genuine value rather than tactics that invite penalties or decay.
Guide
82
How to map commercial intent across your keyword universe
Sort every target query by where it sits on the buying journey so effort lands on the terms that actually generate revenue.
Guide
80
How to optimise money pages for commercial search
Turn product, service and category pages into pages that both rank for commercial queries and convert the visitors they earn.
Guide
80
How to build comparison and alternative content that converts
Create 'X vs Y' and 'X alternatives' pages that capture high-intent researchers at the moment they are choosing a vendor.
Guide
80
How to run conversion-focused SEO on your organic traffic
Close the gap between rankings and revenue by optimising ranked pages for the action, not just the visit.
Guide
78
How to measure your GEO and AI visibility
Build a repeatable measurement of how often, how well and how favourably AI engines cite your brand.
Guide
82
How to prioritise your SEO and GEO roadmap
Rank every proposed initiative by impact, effort and confidence so the team ships the work that moves revenue first.
Guide
80
How to build an SEO and GEO reporting dashboard
Assemble one dashboard that ties organic and AI visibility to revenue outcomes stakeholders actually care about.
Guide
78
How to automate repetitive SEO tasks safely
Move rote auditing, monitoring and reporting to automation so the team spends its hours on judgement, not busywork.
Guide
80
How to choose the right SEO and GEO KPIs
Select a small set of metrics that connect search work to business outcomes and resist gaming.
Guide
76
How to forecast SEO and GEO impact
Model the likely traffic, conversion and revenue return of proposed search work so investment is defensible.
Guide
84
Advanced Query Gap Optimisation
A deep-dive method for finding, prioritising and closing the highest-value queries your site is eligible to win but does not yet serve.
Guide
83
Advanced Internal Link Architecture
An expert framework for engineering internal links so authority flows to the pages that matter and no valuable page is left orphaned or buried.
Guide
85
Advanced Indexability Management
A rigorous method for controlling exactly which pages enter the index, why the rest are excluded, and how to fix the silent leaks that keep valuable pages out.
Guide
82
Advanced Crawl Optimisation
An expert approach to conserving crawl budget so search engines spend their limited attention on the pages that earn revenue, using log files as ground truth.
Guide
84
Advanced Content Refresh
A data-led system for detecting content decay early and refreshing the right pages in the right way to recover and grow lost rankings and traffic.
Browse the full knowledge graph
Every object in the Knowledge Operating System, grouped by type. One click from here to any of the 501 expert objects that make up the SearchScore Method.
Domains 9
Capabilities 20
- Query Gap Optimisation
- Existing Asset Optimisation
- Technical Health Optimisation
- Content Opportunity Prioritisation
- Commercial Intent Optimisation
- Internal Link Architecture
- Entity Authority Development
- Citation Engineering
- AI Visibility Optimisation
- Visibility Intelligence & Reporting
- Content Refresh
- Topical Authority
- Indexability Management
- Crawl Optimisation
- Schema Optimisation
- Conversion SEO
- Digital PR
- Knowledge Coverage
- Measurement Framework
- Automation Engine
Frameworks 26
- Query Gap Optimisation Framework
- Content Opportunity Matrix
- Commercial Intent Matrix
- Internal Link Architecture Framework
- Visibility Lifecycle
- Evidence Ladder
- Trust Surface Engineering
- Content Decay Model
- SearchScore Priority Matrix
- Knowledge Coverage Model
- Entity Authority Framework
- Citation Engineering Framework
- AI Visibility Framework
- Technical Audit Framework
- Indexability Framework
- Crawlability Framework
- Content Refresh Framework
- Topic Cluster Framework
- Schema Selection Framework
- SERP & Answer Intent Analysis
- Digital PR Framework
- Local Visibility Framework
- Log File Analysis Framework
- AI Answer Monitoring Framework
- E-E-A-T Signal Framework
- Source Provenance Mining Framework
Patterns 31
- Organic Traffic Decline
- High Impressions, Low Clicks
- Pages Not Indexed
- Keyword Cannibalisation
- AI Does Not Recommend Brand
- Weak Authority
- Thin Content
- Poor Internal Linking
- Content Decay
- Poor Commercial Intent Coverage
- Local Visibility Gap
- Weak Entity Recognition
- Schema Errors
- Duplicate Content
- Orphan Pages
- Featured Snippet / AI Answer Loss
- Declining Rankings
- Broken Internal Links
- Slow Site
- Low Conversion Despite Rankings
- Weak Reviews
- Crawl Budget Waste
- Redirect Issues
- Low Topical Authority
- Weak E-E-A-T Signals
- Poor Click-Through Rate
- No Brand Mentions
- No AI Citations
- Thin Category Pages
- Stale Metadata
- Cited Market, Absent Brand
Decisions 52
- Should I optimise this page?
- Should I create a new page?
- Should I merge these pages?
- Should I refresh this content?
- Should I build links or create content?
- Should I improve internal linking?
- Should I add schema?
- Should I optimise for AI visibility?
- Should I rewrite the title tag?
- Should I improve commercial intent coverage?
- Should I delete thin content?
- Should I fix indexing first?
- Should I update outdated content?
- Should I target a different query?
- Should I consolidate authority?
- Should I create a pillar page?
- Should I add FAQs?
- Should I improve page speed?
- Should I invest in digital PR?
- Should I improve trust signals?
- Should I target a featured snippet?
- Should I build a topic cluster?
- Should I disavow these backlinks?
- Should I noindex this section?
- Should I consolidate my blog?
- Should I add an author bio?
- Should I localise this content for a new market?
- Should I migrate my URL structure?
- Should I allow AI crawlers?
- Should I publish an llms.txt file?
- Should I answer this with an FAQ or a full page?
- Should I compete for this head term?
- Should I prune this old content?
- Should I invest in original research?
- Should I build location pages?
- Should I fix Core Web Vitals now?
- Should I redirect or keep this page?
- Should I create comparison content?
- Should I chase this trending keyword?
- Should I optimise for Perplexity specifically?
- Should I claim and optimise my Google Business Profile?
- Should I add schema to this template?
- Should I rewrite this page answer-first?
- Should I gate this content behind a form?
- Should I canonicalise these duplicate pages?
- Should I build a glossary?
- Should I react to this ranking drop now?
- Should I target zero-click queries?
- Should I invest in video content?
- Should I expand into a new topic area?
- Which Source Bucket To Work First
- Manual Or Automated Source Tracking
Guides 58
- How to run a Query Gap Optimisation audit
- How to make a page citable by AI answer engines
- How to diagnose and reverse content decay
- How to run a technical SEO audit that finds problems worth fixing
- How to fix pages that aren't being indexed
- How to optimise crawl budget on a large site
- How to configure robots.txt for AI crawlers
- How to implement structured data that helps AI understand your pages
- How to design a crawlable site architecture
- How to pass Core Web Vitals
- How to make a JavaScript site render for search and AI
- How to fix redirect chains and status codes
- How to run a log-file analysis
- How to run a query gap analysis that finds the pages you are missing
- How to refresh decaying content before it loses its rankings
- How to build a topic cluster that earns topical authority
- How to write a pillar page that anchors a topic and ranks for the head term
- How to prune low-value content without losing traffic
- How to add information gain so your content earns its ranking
- How to map search intent so every page answers the right question
- How to diagnose and fix keyword cannibalisation
- How to write a content brief that produces rankable content first time
- How to improve thin content so it ranks and converts
- How to get your brand cited by ChatGPT
- How to optimise your content for Perplexity
- How to appear in Google AI Overviews
- How to write and publish an llms.txt file
- How to structure content answer-first for AI engines
- How to allow AI crawlers without losing control
- How to grow your share of model in AI answers
- How to monitor your AI citations over time
- How to build entity signals so AI models recognise your brand
- How to use structured data to support AI answers
- How to build E-E-A-T signals across your site
- How to run a digital PR campaign that earns authoritative links
- How to build entity authority so search and AI recognise your brand
- How to earn brand mentions that build authority without a link
- How to generate and manage customer reviews that build trust
- How to optimise for local SEO and win the map pack
- How to claim and optimise your Google Business Profile
- How to write author bios and bylines that build trust
- How to add trust signals to your money pages
- How to build sustainable, editorial links safely
- How to map commercial intent across your keyword universe
- How to optimise money pages for commercial search
- How to build comparison and alternative content that converts
- How to run conversion-focused SEO on your organic traffic
- How to measure your GEO and AI visibility
- How to prioritise your SEO and GEO roadmap
- How to build an SEO and GEO reporting dashboard
- How to automate repetitive SEO tasks safely
- How to choose the right SEO and GEO KPIs
- How to forecast SEO and GEO impact
- Advanced Query Gap Optimisation
- Advanced Internal Link Architecture
- Advanced Indexability Management
- Advanced Crawl Optimisation
- Advanced Content Refresh
Glossary 156
- SearchScore Method
- Knowledge Operating System
- Query Gap Optimisation
- Existing Asset Optimisation
- Citation Engineering
- Trust Surface Engineering
- Query Gap Score
- Asset Strength Score
- SearchScore Priority Score
- Citation Readiness Index
- Visibility Confidence Score
- Information Gain Index
- Trust Surface Score
- Commercial Intent Score
- Knowledge Coverage Score
- Crawling
- Indexing
- Crawl Budget
- Robots.txt
- XML Sitemap
- Canonical Tag
- Noindex
- Nofollow
- Hreflang
- Pagination
- 301 Redirect
- Redirect Chain
- HTTP Status Codes
- Rendering
- JavaScript SEO
- Server-Side Rendering
- Dynamic Rendering
- Core Web Vitals
- Largest Contentful Paint
- Interaction to Next Paint
- Cumulative Layout Shift
- Time to First Byte
- Mobile-First Indexing
- Structured Data
- Schema.org
- JSON-LD
- Rich Results
- Breadcrumb Markup
- Log File Analysis
- Crawl Depth
- Index Bloat
- Faceted Navigation
- URL Parameters
- Site Architecture
- Soft 404
- Search Intent
- Informational Intent
- Navigational Intent
- Transactional Intent
- Commercial Investigation Intent
- Keyword Research
- Long-Tail Keyword
- Keyword Difficulty
- Search Volume
- SERP (Search Engine Results Page)
- Featured Snippet
- People Also Ask
- Knowledge Panel
- Sitelinks
- Title Tag
- Meta Description
- H1 Heading
- Heading Hierarchy
- Content Brief
- Topic Cluster
- Pillar Page
- Content Decay
- Content Pruning
- Information Gain
- Semantic Search
- Topical Authority
- Zero-Click Search
- Keyword Cannibalisation
- Content Refresh
- Evergreen Content
- Thin Content
- Duplicate Content
- Anchor Text
- Alt Text
- Readability
- Generative Engine Optimisation (GEO)
- Answer Engine Optimisation (AEO)
- Google AI Overviews
- ChatGPT
- Perplexity
- Google Gemini
- Microsoft Copilot
- Claude
- Grok
- DeepSeek
- Retrieval-Augmented Generation (RAG)
- Grounding
- AI Citation
- Large Language Model (LLM)
- Embeddings
- Vector Search
- Semantic Similarity
- Hallucination
- Prompt
- System Prompt
- llms.txt
- GPTBot
- PerplexityBot
- Google-Extended
- AI Crawler
- Share of Model
- Answer-First Content
- Extractability
- Passage Retrieval
- Chunking
- Provenance
- Unlinked Brand Mention
- AI Overview Citation
- Model Training Data
- Knowledge Cutoff
- Backlink
- Referring Domain
- Domain Authority (Third-Party Metric)
- Link Equity
- Anchor Text Distribution
- Digital PR
- Link Building
- Toxic Link
- Link Disavow
- E-E-A-T
- Author Bio
- First-Hand Experience
- Trust Signals
- Online Reviews
- Online Reputation
- Brand SERP
- Local SEO
- Google Business Profile
- NAP Consistency
- Local Pack
- Local Citation
- Impressions
- Clicks
- Click-Through Rate
- Average Position
- Conversion Rate
- Assisted Conversion
- Attribution Model
- Bounce Rate
- Engagement Rate
- Retrieved Set
- Citation Provenance
- Source Concentration
- Memory-Only Answer
- Third-Party Source
- Source Target List
Checklists 10
- Query Gap Optimisation Checklist
- Existing Asset Optimisation Checklist
- Technical Health Optimisation Checklist
- Content Opportunity Prioritisation Checklist
- Commercial Intent Optimisation Checklist
- Internal Link Architecture Checklist
- Entity Authority Development Checklist
- Citation Engineering Checklist
- AI Visibility Optimisation Checklist
- Visibility Intelligence & Reporting Checklist
SOPs 11
- Monthly Technical-Health Check (SOP)
- Content-Refresh Cycle (SOP)
- New-Page Publishing (SOP)
- Query-Gap Review (SOP)
- AI-Visibility Monitoring Cadence (SOP)
- Internal-Link Maintenance (SOP)
- Review-Generation Process (SOP)
- Reporting Cadence (SOP)
- Decay-Response Runbook (SOP)
- AI-Crawler Access Review (SOP)
- Manual AI Source Extraction
Audits 10
Prompts 20
- Query Gap Discovery (unanswered questions your page should own)
- Content Brief Generator (writer-ready brief from a target query)
- Answer-First Rewrite (restructure a page for AI citation)
- Title & Meta Rewrite (lift click-through without losing intent)
- Search Intent Classifier (label a keyword list by intent and stage)
- Competitor Citation Gap (why AI cites them, not you)
- Schema Markup Generator (valid JSON-LD for a page)
- Internal Link Suggestions (route authority to a target page)
- Content Decay Diagnosis (why a page is losing ground)
- Topic Cluster Planner (pillar and supporting pages)
- Commercial Intent Scoring (rank pages by revenue potential)
- E-E-A-T Gap Analysis (trust signals a page is missing)
- AI Crawler & robots.txt Review (who can access your content)
- FAQ Generator (real questions, answer-first)
- llms.txt Drafter (curated map for AI assistants)
- Pattern Diagnosis from Symptoms (name the problem, get the fix path)
- Prioritisation Scoring (rank a backlog by impact and effort)
- Content Refresh Brief (surgical update plan for a decaying page)
- Entity Description (consistent, citable brand definition)
- Visibility Reporting Summary (turn metrics into a narrative)
Case Studies 10
- B2B SaaS platform closes the AI recommendation gap (case study)
- Online retailer rebuilds thin category pages for commercial intent (case study)
- Multi-location service business rebuilds local visibility (case study)
- Digital publisher reverses content decay across its archive (case study)
- Large enterprise site fixes indexability and crawl waste (case study)
- YMYL brand builds E-E-A-T and topical authority (case study)
- Marketplace fixes internal link architecture and orphan pages (case study)
- Travel brand closes query gaps to reverse a traffic slide (case study)
- Fintech becomes a citable source in AI answers (case study)
- Industrial manufacturer builds topical authority with structured data (case study)
Experiments 10
- Experiment: answer-first rewrite on ten declining pages
- Experiment: title and meta rewrite for high-impression, low-click queries
- Experiment: FAQ schema on a single template for rich results
- Experiment: internal link injection into orphan pages
- Experiment: single-cluster build to validate topical authority
- Experiment: citable evidence block for AI answer inclusion
- Experiment: comparison page pilot for bottom-of-funnel intent
- Experiment: prune and merge a thin-content cohort
- Experiment: crawl-budget reclaim via parameter and low-value URL controls
- Experiment: query-gap content sprint on one topic area
Evidence 41
- Google must crawl, render and index a page before it can rank
- Crawl budget is finite and wasted on low-value URLs
- E-E-A-T and Experience are central to Google's quality assessment
- Rater judgements calibrate algorithms rather than directly ranking pages
- Valid structured data enables rich result eligibility
- Core Web Vitals are a measurable page experience signal
- Google rewards people-first, satisfying content over search-engine-first content
- Links are weighted by likelihood of being clicked (Reasonable Surfer)
- PageRank models authority as link-derived probability
- Information gain scores reward documents that add new information
- Answer engines retrieve external documents to ground generated answers
- Passage-level retrieval rewards self-contained, well-scoped chunks
- AI Overviews surface links to corroborating web sources
- Relevance, distance and prominence drive local ranking
- Users scan pages rather than read them (F-pattern)
- Google selects one canonical among duplicate or similar pages
- Google may rewrite titles and snippets based on relevance
- Some queries favour fresh content
- Comprehensive topical coverage correlates with authority and rankings
- SearchScore observation: indexing failures mask content quality
- SearchScore observation: extractable structure raises AI citation likelihood
- SearchScore observation: internal linking is the most underused lever
- SearchScore observation: consensus-restating content plateaus
- Consistent entity signals strengthen recognition in the Knowledge Graph
- Client-side rendered content risks delayed or missed indexing
- Links are weighted by prominence, not counted equally
- Content that adds new information can rank higher
- AI answers are grounded in retrieved source documents
- Language models attend most to the start of a passage
- Experience, Expertise, Authoritativeness and Trust guide quality assessment
- People-first content is Google's stated quality bar
- Valid structured data unlocks rich result eligibility
- Page experience and Core Web Vitals are a quality signal
- Crawl budget must be managed on large sites
- Retrieval matches meaning, not just keywords
- Duplicate URLs should be consolidated to one canonical
- Authority flows through the link graph
- Users scan pages rather than read them linearly
- Answer-first, well-sourced pages are cited more often by AI engines
- Brands absent from AI recommendations tend to lack third-party corroboration
- When ChatGPT began linking out, homepages took the gain, not blog pages
Benchmarks 13
- 6.9% of websites block at least one major AI crawler
- 52.2% of websites are missing Organization schema
- 69.7% of websites have no llms.txt file
- 63.8% of audited sites score below 50 for AI visibility
- Only 0.022% of audits reach the AI-Ready tier (80+)
- The average website scores 43.2 out of 100 for AI visibility
- The SAVI Index reads 34 out of 100 for Q2 2026
- SearchScore has audited more than 1,000,000 websites
- Greater London accountancy firms average 52.8/100 for AI visibility
- Only 18 of 1,038 accountancy firms covered all five AI-readiness basics
- 97% of accountancy firms let AI crawl them, yet few are AI-ready
- Fewer than 5% of UK SMEs have acted on AI search visibility
- 43% of top-3 Google rankers score below 30 for AI visibility
Product Features 13
- Query Gap Scanner
- Opportunity Dashboard
- AI Optimisation Brief Generator
- Asset Strength Scoring
- Technical Health Scan
- AI Crawler Access Checker
- Priority Score Engine
- Citation Readiness Index
- Citation Trust Panel
- AI Visibility Score
- Competitor Share-of-Model
- SearchScore Tracker & Action Centre
- Top Sources
Certification 10
- Lesson 1: Foundations of AI Search and GEO
- Lesson 2: Technical Foundations and Crawlability
- Lesson 3: Query Gaps and Content Opportunity
- Lesson 4: Content Optimisation and Refresh
- Lesson 5: Commercial Intent and Conversion
- Lesson 6: Authority and Entity Development
- Lesson 7: Citation Engineering
- Lesson 8: AI Visibility Optimisation
- Lesson 9: Measurement and Intelligence
- Lesson 10: Automation and Operating the Knowledge Operating System