10 product profiles
Browse evidence-backed profiles
Start with the catalog, then open profiles that separate vendor claims from public-interface observations.
AI and SEO field guide
AI tools for practical SEO work.
Browse 37 source-checked tools, ten evidence-backed profiles, and three matched comparisons for practical AI and SEO work. Start with the job, inspect what each source establishes, and see exactly what we tested. Vendor claims, public observations, editorial conclusions, and unknowns stay separate so a shortlist does not become an unsupported recommendation.
- Dated evidence
- No unsupported winners
- Testing status shown
Decision-stage research
Ten profiles. Three fair comparisons.
Inspect dated primary sources, matched criteria, public test records, and the evidence we still do not have.
3 matched comparisons
Compare AI SEO tools
Compare documented scope and workflow fit without a score or winner that the evidence cannot support.
Start with the job
What are you trying to improve?
Browse by the SEO job you need to do, not the label a vendor gives it.
Full SEO suites
Compare broad platforms that combine established SEO work with newer AI-search monitoring and reporting capabilities.
- Coordinate keyword, content, technical, and reporting work
- Track classic search and AI-search signals in one place
- Give multiple teams access to a shared source of evidence
AI visibility
Explore specialist products for prompt monitoring, mentions, citations, source influence, competitors, sentiment, and AI share of voice.
- Measure brand mentions across named AI services
- Find cited domains and compare competitor presence
- Track changes in a controlled prompt set over time
Content research
Find tools for topic research, content strategy, briefs, supervised drafting, on-page review, and evidence-aware refresh work.
- Research questions, topics, and competing pages
- Build briefs and supervised drafts
- Review, optimize, and refresh existing content
Technical SEO
Compare crawlers, log analyzers, structured-data systems, and site-audit platforms used to diagnose technical search and AI access.
- Audit crawlability, rendering, and indexability signals
- Inspect AI-bot access and server-log activity
- Validate structured data and entity relationships
AI assistants
Understand where general-purpose AI assistants can help with SEO research, writing, analysis, coding, and quality-control workflows.
- Explore questions and organize source material
- Draft and revise under human supervision
- Analyze files, data, code, and technical findings
Put tools into practice
Workflows before software
Start with a repeatable process, then choose software that fits it and keep the final decision with a person.
Build a source-backed content brief
Move from a question cluster to a useful brief while keeping the source behind every material claim.
Review an AI-assisted draft
Use AI for drafting support, then check facts, originality, intent, and ownership before anything is published.
Review a page for AI search readiness
Check whether a page gives people and machines clear, supported answers without treating readiness as guaranteed visibility.
Start from a real decision
Seven use cases. Four industry contexts.
The same tool behaves differently inside a different workflow, team, site, or evidence environment.
7 practical workflows
Browse AI SEO use cases
Work through visibility, citations, prompts, crawlability, content, referral traffic, and reporting.
4 distinct contexts
Browse industry guides
See where priorities change for SaaS, ecommerce, publishers and media, and local businesses.
Use precise language
AI SEO, AEO, GEO, and AI Search are related, not identical.
We keep the terms separate whenever combining them would hide an important difference.
The practical use of AI inside established SEO research, production, optimization, and reporting workflows.
Answer Engine Optimization: making public information clear, extractable, and well supported for answer-oriented systems.
Generative Engine Optimization: improving how entities and sources can be understood and represented in generated answers.
Search experiences that use generative models, retrieval, summaries, or conversational interfaces to answer queries.
Editorial process
Compare tools by evidence, not hype.
We use the same four checks for every inventory record and any future profile or comparison.
01 / ScopeStart with the job
Name the reader's problem and what can be evaluated.
02 / SourceCheck primary sources
Record official pages, relevant terms, and the date checked.
03 / TestReport what we observed
Keep hands-on findings separate from claims and assumptions.
04 / ReviewState the limits
Show missing evidence, relationships, and correction history.