AEOAI SearchContent Freshness
The AI freshness clock for company information
Track how company changes move through publication, crawling, retrieval, citation, and AI answers without promising an update time.
Aug 12, 2026·7 min read
AEOAI SearchBrand Perception
How to audit AI brand perception
Run a repeatable AI brand perception audit across recognition, framing, sentiment, recommendations, citations, accuracy, and business value.
Aug 12, 2026·7 min read
AEOAI SearchBrand Perception
How stable is your AI brand reputation?
Measure AI brand reputation volatility with repeated prompts, material-change thresholds, source drift, model annotations, and risk-based monitoring.
Aug 12, 2026·8 min read
AEOAI SearchBrand Sentiment
A defensible AI brand sentiment score
Replace easy-to-game AI brand sentiment totals with attribute coding, blind review, repeated samples, reviewer agreement, and uncertainty.
Aug 12, 2026·6 min read
AEOAI SearchBrand Perception
The AI source gap: why LLMs cite third parties
Trace brand claims across owned and third-party sources, resolve conflicts, and audit what AI citations really support.
Aug 12, 2026·6 min read
AEOAI SearchCompetitive Analysis
How to audit AI competitor comparisons for asymmetry
Blind-review AI competitor comparisons for mismatched tiers, stale facts, unequal caveats, and inconsistent evidence standards.
Aug 12, 2026·6 min read
AEOAI SearchBrand Perception
Best LLM visibility tools: an acceptance test
Choose LLM visibility tools with a public acceptance test for prompt controls, model coverage, exports, citations, repeatability, and transparent denominators.
Aug 12, 2026·8 min read
AEOAI SearchBrand Sentiment
ChatGPT brand sentiment analysis
Measure sentiment expressed about your brand in ChatGPT answers with fixed prompts, attribute-level coding, repeated runs, and explicit uncertainty.
Aug 12, 2026·8 min read
AEOAI SearchBrand Perception
ChatGPT vs Perplexity vs Gemini for brand perception
Compare ChatGPT, Perplexity, and Gemini brand perception with identical prompts, repeated runs, source review, and an explicit disagreement matrix.
Aug 12, 2026·7 min read
AEOAI SearchBrand Accuracy
Fix wrong company information in ChatGPT
Use an evidence-first remediation protocol for false, stale, confused, or unsupported company claims in ChatGPT without promising instant correction.
Aug 12, 2026·6 min read
AEOAI SearchCitations
Citation Laundering in AI Search
Use a citation laundering AI search audit to trace copied claims, group related sources, test evidence, and uncover false consensus before acting.
Aug 12, 2026·9 min read
AEOAI SearchBrand Perception
How to correct brand misinformation across LLMs
A fail-honest protocol for correcting brand misinformation in ChatGPT, Gemini, and Perplexity through source repair, feedback, and retesting.
Aug 12, 2026·7 min read
AEOAI SearchEntities
The LLM brand entity collision test
Test whether AI separates your brand, legal entity, products, parent, old names, and namesakes under deliberate ambiguity.
Aug 12, 2026·6 min read
AEOAI SearchBrand Perception
Measure LLM recommendation quality and share of voice
Measure LLM recommendation quality alongside share of voice using transparent prompts, rationale, fit, caveats, factuality, and citation support.
Aug 12, 2026·7 min read
AEOAI SearchBuyer Personas
How Personas Change AI Brand Recommendations
Learn how buyer personas change AI brand recommendations by testing role, industry, company size, geography, budget, and constraints.
Aug 12, 2026·7 min read
AEOAI SearchBuyer Research
Red-team the questions AI buyers ask about your brand
Use skeptical buyer prompts to find stale criticism, fabricated risks, missing caveats, and unequal scrutiny across AI answers.
Aug 12, 2026·6 min read
AEOAI SearchBrand Perception
Does schema help LLMs understand your brand?
Test whether schema helps LLM understanding with a versioned before-and-after protocol that separates extraction, entities, citations, and recommendations.
Aug 12, 2026·7 min read
AEOAI SearchTechnical SEO
Does ChatGPT understand your website?
Test whether ChatGPT can access, retrieve, reconstruct, and accurately cite your website without mistaking a mention for understanding.
Aug 12, 2026·6 min read
AEOAI SearchBrand Perception
How to track when ChatGPT cites your website
Learn how to track ChatGPT website citations with fixed prompts, complete URL capture, claim checks, and competitor source-gap analysis.
Aug 12, 2026·8 min read
AEOAI SearchEntity Understanding
What does ChatGPT know about your company?
Run a 20-prompt company entity test to check ChatGPT recognition, category, audience, offers, proof, alternatives, omissions, and invented facts.
Aug 12, 2026·6 min read
AEOAI SearchCompetitor Analysis
Why ChatGPT recommends competitors
Audit why competitors enter AI shortlists by testing discovery, inclusion, rank, rationale, caveats, citations, accuracy, and buyer fit separately.
Aug 12, 2026·8 min read
AEOSEOAI Search
How to optimize for AEO: a page-by-page protocol
Improve answer readiness with a practical AEO protocol for access, page structure, evidence, schema, internal links, and controlled outcome testing.
Aug 5, 2026·9 min read
SEO AuditAEOAI Search
AEO checklist: 18 checks for answer-ready pages
Audit whether your B2B pages are accessible, clear, supported, attributable, and measurable with this practical 18-point AEO checklist.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
AEO vs SEO: what changes and what stays the same
A practical comparison of SEO and AEO for B2B teams, including shared foundations, distinct work, metrics, ownership, and planning decisions.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
AI visibility audit: a reproducible method
Learn how to run a defensible AI visibility audit with a fixed prompt panel, evidence capture, claim checks, competitor analysis, and practical retesting.
Aug 4, 2026·9 min read
SEO AuditAEOAI Search
SEO and AEO audit for B2B SaaS: a revenue-page protocol
A practical B2B SaaS SEO and AEO audit method for finding technical, content, evidence, and measurement gaps across the pages that influence pipeline.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
How to choose an AEO agency: 12 questions
Twelve due-diligence questions, a weighted scorecard, and clear red flags for choosing an AEO agency without buying guarantees or dashboard theater.
Aug 4, 2026·11 min read
SEO AuditAEOAI Search
Content audit for AI search: review claims, not just pages
Audit content for AI search by mapping buyer questions, verifying claims, resolving contradictions, and testing answer visibility responsibly.
Aug 4, 2026·9 min read
SEO AuditAEOAI Search
Free AEO audit tools: what they can actually tell you
A candid guide to free AEO audit tools: which checks are reliable, what scores conceal, how to verify findings, and when a broader audit is justified.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
GEO vs AEO: choose the work, not the acronym
Understand where GEO and AEO overlap, how their measurement differs, and how B2B teams can turn either brief into accountable work.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
How to Get Cited by ChatGPT
Learn how to get cited by ChatGPT with canonical claims, original evidence, deliberate crawler controls, and a reproducible citation test.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
How to audit a website for SEO in 10 steps
A practical 10-step website SEO audit covering business scope, crawling, index controls, rendering, content, internal links, structured data, and measurement.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
llms.txt and SEO: what it can and cannot do
A candid guide to the llms.txt proposal, how it differs from robots.txt and sitemaps, and when a bounded B2B experiment is worthwhile.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
How to measure AI search visibility without fake precision
A practical measurement framework for AI search visibility: fixed prompts, transparent denominators, citation quality, claim accuracy, and business outcomes.
Aug 4, 2026·9 min read
SEO AuditAEOAI Search
SEO and AEO audit for professional services firms
A field guide to auditing professional-services websites for technical access, service intent, credentials, local facts, evidence, and answer accuracy.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
How to rank in Google AI Overviews: what Google confirms
A fact-checked playbook for Google AI Overview eligibility, source quality, page design, structured data, and controlled query testing.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
How to rank in ChatGPT: replace the ranking myth with tests
A practical B2B guide to ChatGPT visibility: crawler policy, source strategy, prompt testing, citation analysis, and honest reporting.
Aug 4, 2026·7 min read
SEO AuditAEOAI Search
Schema markup for AI search: uses, limits, and audit steps
Use schema markup for AI search without overclaiming: choose accurate types, align JSON-LD with visible content, validate meaning, and monitor real outcomes.
Aug 4, 2026·9 min read
SEO AuditAEOAI Search
SEO and AEO audit: a practical guide for B2B teams
A practical B2B SEO and AEO audit framework that connects technical access, content evidence, entity consistency, answer visibility, and conversion measurement.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
SEO audit cost: how to evaluate scope and price
A buyer-focused guide to SEO audit cost: the scope variables that affect effort, how to normalize proposals, and how to spot expensive ambiguity.
Aug 4, 2026·10 min read
SEO AuditAEOAI Search
What is included in an SEO audit? A buyer checklist
A complete buyer checklist for SEO audit deliverables, from technical evidence and content review to priorities, ownership, exclusions, and retesting.
Aug 4, 2026·11 min read
SEO AuditAEOAI Search
Technical SEO audit service checklist for buyers
Evaluate a technical SEO audit service by its scope, evidence, prioritization, implementation guidance, and retesting—not by the size of its crawler export.
Aug 4, 2026·9 min read