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- Added multiple new skills to skills-lock.json from the repository `aaron-he-zhu/seo-geo-claude-skills`. - Introduced `fuzzy-search` dependency in package.json for improved search functionality. - Updated pnpm-lock.yaml to include the new `fuzzy-search` package. - Enhanced SEO metadata across various pages, including canonical links and descriptions for better search visibility. - Improved layout and structure of several components, including the homepage and changelog, to enhance user experience.
15 KiB
15 KiB
Keyword Intent Taxonomy
A comprehensive classification system for understanding search intent, mapping keywords to content strategies, and aligning with conversion funnels.
Overview
Search intent (also called user intent or query intent) is the underlying goal a user has when typing a query into a search engine or AI system. Correctly classifying intent determines content format, tone, depth, and conversion strategy.
This taxonomy defines 4 primary intent types, each with 3-4 sub-categories, along with signal words, SERP feature correlations, and content format recommendations.
Primary Intent Types
1. Informational Intent
The user wants to learn something. They are seeking knowledge, not a product.
Sub-categories
| Sub-category | Description | Example Queries |
|---|---|---|
| Educational | Broad learning about a topic | "what is SEO", "content marketing explained", "how search engines work" |
| Instructional | Step-by-step guidance on completing a task | "how to set up Google Analytics", "how to write a meta description", "how to do keyword research" |
| Exploratory | Open-ended research to understand options | "types of SEO strategies", "content marketing trends", "link building techniques" |
| Troubleshooting | Diagnosing and fixing a problem | "why is my site not ranking", "Google indexing issues", "404 error fix" |
Signal Words and Modifiers
Strong informational signals:
- what, what is, what are, what does
- how, how to, how does, how do I
- why, why is, why does, why do
- when, when to, when should
- who, who is, who does
- where, where to, where can I
- guide, tutorial, learn, explain
- examples, tips, ideas, ways
- definition, meaning, difference between
- history of, basics of, introduction to
- pros and cons, advantages, disadvantages
- best practices, checklist, steps
Weak informational signals (may overlap with commercial):
- overview, comparison, review (can be commercial)
- list of, types of, methods
SERP Feature Correlation
| SERP Feature | Frequency for Informational | Notes |
|---|---|---|
| Featured Snippet | Very High | Especially for "what is" and "how to" queries |
| People Also Ask | Very High | Almost always present for informational queries |
| Knowledge Panel | High | For entity-related informational queries |
| AI Overview | Very High | AI systems prioritize informational answers |
| Video Carousel | Medium-High | Especially for instructional queries |
| Image Pack | Medium | For visual/diagram-seeking queries |
| Shopping Results | Very Low | Rarely appears for pure informational |
Content Format Recommendations
| Sub-category | Best Formats | Target Length | Key Elements |
|---|---|---|---|
| Educational | Definitive guides, explainers, glossary entries | 1,500-3,000 words | Clear definitions, examples, visuals |
| Instructional | Step-by-step tutorials, how-to guides, video walkthroughs | 2,000-4,000 words | Numbered steps, screenshots, code samples |
| Exploratory | Listicles, roundups, trend reports, comparison tables | 2,000-3,500 words | Categories, pros/cons, use cases |
| Troubleshooting | FAQ pages, debug guides, knowledge base articles | 800-2,000 words | Problem-solution pairs, error codes, screenshots |
2. Navigational Intent
The user wants to find a specific website, page, or resource. They already know where they want to go.
Sub-categories
| Sub-category | Description | Example Queries |
|---|---|---|
| Brand Search | Looking for a specific company or product | "Ahrefs", "HubSpot CRM", "Moz Pro" |
| Product/Feature Search | Looking for a specific feature or tool within a known brand | "Ahrefs keyword explorer", "Google Search Console coverage report" |
| Login/Access | Trying to access an account or dashboard | "Ahrefs login", "Google Analytics sign in", "SEMrush dashboard" |
| Support/Docs | Seeking help documentation for a known product | "Ahrefs API documentation", "Google Search Console help" |
Signal Words and Modifiers
Strong navigational signals:
- [brand name] (standalone)
- [brand name] login, sign in, sign up
- [brand name] pricing, plans
- [brand name] support, help, docs
- [brand name] [feature name]
- [brand name] download, app
- official, website, site
- [brand name] alternatives (borderline commercial)
SERP Feature Correlation
| SERP Feature | Frequency for Navigational | Notes |
|---|---|---|
| Sitelinks | Very High | Brand queries almost always show sitelinks |
| Knowledge Panel | High | For established brands with Google entity |
| Featured Snippet | Low | Rarely for pure navigational |
| People Also Ask | Medium | Often brand-related questions |
| AI Overview | Low | AI usually defers to direct navigation |
Content Format Recommendations
| Sub-category | Best Formats | Key Elements |
|---|---|---|
| Brand Search | Homepage, about page, landing pages | Clear branding, value prop, navigation |
| Product/Feature Search | Product pages, feature pages | Feature details, CTAs, screenshots |
| Login/Access | Login page, getting started guide | Fast load, clear login form, password reset |
| Support/Docs | Knowledge base, documentation hub | Search functionality, categorized articles |
3. Commercial Investigation Intent
The user is researching before making a purchase decision. They are comparing options, reading reviews, and evaluating alternatives.
Sub-categories
| Sub-category | Description | Example Queries |
|---|---|---|
| Comparison | Evaluating two or more specific options | "Ahrefs vs SEMrush", "WordPress vs Squarespace for SEO" |
| Review-seeking | Looking for opinions and evaluations | "Ahrefs review 2026", "best SEO tool reviews", "is Moz worth it" |
| Best-of Research | Seeking curated top options in a category | "best SEO tools", "top keyword research tools", "best free backlink checkers" |
| Evaluation | Assessing fit for a specific need | "SEO tools for small business", "enterprise SEO platform features", "SEO tool for agencies" |
Signal Words and Modifiers
Strong commercial signals:
- best, top, leading
- vs, versus, compared to, comparison
- review, reviews, rating, ratings
- alternative, alternatives to
- like [brand], similar to
- for [audience], for [use case]
- pros and cons (when about products)
- worth it, is [product] good
- features, capabilities, integrations
- pricing, cost, how much
- free vs paid, premium
Seasonal/temporal commercial signals:
- [product] [year] (e.g., "best SEO tools 2026")
- new, latest, updated
SERP Feature Correlation
| SERP Feature | Frequency for Commercial | Notes |
|---|---|---|
| People Also Ask | Very High | Comparison and evaluation questions |
| Featured Snippet | High | Especially for "best" and comparison queries |
| AI Overview | High | AI often synthesizes comparisons |
| Shopping Results | Medium | When products have direct purchase path |
| Video Carousel | Medium | Review and comparison videos |
| Ads (top) | Very High | Advertisers target commercial intent heavily |
Content Format Recommendations
| Sub-category | Best Formats | Target Length | Key Elements |
|---|---|---|---|
| Comparison | Side-by-side comparison pages, "X vs Y" articles | 2,500-4,000 words | Feature tables, pricing tables, verdict |
| Review-seeking | In-depth reviews, user testimonials, case studies | 2,000-3,500 words | Honest pros/cons, screenshots, scoring |
| Best-of Research | Ranked listicles, category roundups | 3,000-5,000 words | Criteria explanation, mini-reviews, comparison table |
| Evaluation | Buying guides, use-case guides, ROI calculators | 2,000-3,500 words | Decision criteria, audience segmentation, recommendations |
4. Transactional Intent
The user wants to complete a specific action, typically a purchase, signup, or download.
Sub-categories
| Sub-category | Description | Example Queries |
|---|---|---|
| Purchase | Ready to buy a product or service | "buy Ahrefs subscription", "SEMrush pricing plans", "order SEO audit" |
| Signup/Trial | Ready to create an account or start a trial | "Ahrefs free trial", "sign up for Moz", "create Google Search Console account" |
| Download | Wants to download software, template, or resource | "download Screaming Frog", "SEO checklist PDF download", "free keyword template" |
| Hire/Engage | Ready to hire a professional or agency | "hire SEO consultant", "SEO agency near me", "freelance SEO expert" |
Signal Words and Modifiers
Strong transactional signals:
- buy, purchase, order, subscribe
- price, pricing, cost, discount, coupon, deal
- free trial, demo, signup, sign up, register
- download, install, get
- hire, book, schedule, request quote
- near me, in [location]
- cheap, affordable, budget
- premium, pro, enterprise
- [product] discount code, [product] coupon
SERP Feature Correlation
| SERP Feature | Frequency for Transactional | Notes |
|---|---|---|
| Shopping Results | Very High | Dominant for product purchase queries |
| Ads (top + bottom) | Very High | Maximum ad coverage |
| Local Pack | High | For service-based transactional queries |
| Sitelinks | Medium | For brand-specific transactional |
| Featured Snippet | Low | Rarely for pure transactional |
| AI Overview | Low-Medium | Sometimes for pricing/comparison |
Content Format Recommendations
| Sub-category | Best Formats | Key Elements |
|---|---|---|
| Purchase | Product pages, pricing pages, checkout | Clear pricing, CTAs, trust signals, reviews |
| Signup/Trial | Landing pages, signup forms, onboarding | Minimal friction, benefits, social proof |
| Download | Resource landing pages, gated content | Preview, form, instant delivery |
| Hire/Engage | Service pages, contact forms, portfolios | Credentials, case studies, clear next step |
Intent Mapping to Conversion Funnel
Full Funnel Alignment
FUNNEL STAGE INTENT TYPE CONTENT GOAL
─────────────────────────────────────────────────────────────
Awareness → Informational Attract & educate
(Educational, Exploratory)
Interest → Informational Deepen engagement
(Instructional)
Consideration → Commercial Investigation Build preference
(Best-of, Comparison)
Evaluation → Commercial Investigation Overcome objections
(Review, Evaluation)
Decision → Transactional Convert
(Purchase, Signup, Hire)
Retention → Navigational Support & retain
(Support/Docs, Login)
Advocacy → Informational Enable sharing
(Educational — about you)
Conversion Potential by Intent
| Intent Type | Avg. Conversion Rate | Typical CTA | Nurture Length |
|---|---|---|---|
| Informational | 0.5-2% | Newsletter signup, content download | Long (weeks-months) |
| Navigational | N/A (already engaged) | Login, access feature | N/A |
| Commercial Investigation | 2-5% | Free trial, demo request, comparison download | Medium (days-weeks) |
| Transactional | 5-15% | Buy now, subscribe, hire | Short (immediate-days) |
Mixed Intent Queries
Many real-world queries blend multiple intent types. Recognize and address the dominant + secondary intent.
Common Mixed Intent Patterns
| Query Pattern | Primary Intent | Secondary Intent | Content Strategy |
|---|---|---|---|
| "best [product] for [use case]" | Commercial | Informational | Buying guide with educational context |
| "how to [task] with [product]" | Instructional | Navigational | Tutorial featuring the product |
| "[product] review and pricing" | Commercial | Transactional | Review with clear pricing CTAs |
| "what is [concept] tools" | Informational | Commercial | Explainer that transitions to tool recommendations |
| "[product] free download" | Transactional | Navigational | Landing page with download + product info |
Handling Mixed Intent in Content
- Lead with the primary intent -- answer the dominant question first
- Bridge to the secondary intent -- naturally transition to the secondary need
- Match SERP format -- if SERPs show mixed results, your content should too
- Segment CTAs -- provide different CTAs for different intent segments within the page
SEO-Specific Keyword Intent Examples
SEO Industry Keyword Classification
| Keyword | Intent | Sub-category | Recommended Content |
|---|---|---|---|
| what is SEO | Informational | Educational | Definitive guide with visuals |
| how to do keyword research | Informational | Instructional | Step-by-step tutorial |
| best SEO tools 2026 | Commercial | Best-of Research | Ranked listicle with mini-reviews |
| Ahrefs vs SEMrush | Commercial | Comparison | Side-by-side feature comparison |
| buy Ahrefs subscription | Transactional | Purchase | Pricing/product page |
| Google Search Console login | Navigational | Login/Access | Login page or redirect |
| why is my site not indexing | Informational | Troubleshooting | Debug guide with solutions |
| SEO agency for ecommerce | Transactional | Hire/Engage | Service page with portfolio |
| is Moz worth it | Commercial | Review-seeking | Honest review with alternatives |
| SEO checklist template | Transactional | Download | Gated resource landing page |
| types of backlinks | Informational | Exploratory | Categorized explainer |
| SEMrush pricing | Commercial | Evaluation | Pricing breakdown page |
Applying Intent Taxonomy in Keyword Research
Step-by-Step Classification Process
- Read the query literally -- what is the user asking for?
- Check for signal words -- match against the signal word tables above
- Verify against SERP -- what does Google actually show? The SERP is the ground truth
- Identify sub-category -- narrow from primary intent to sub-category
- Check for mixed intent -- does the query blend two types?
- Map to content format -- select format based on intent + sub-category
- Assign funnel stage -- determine where this fits in the buyer journey
- Set conversion expectation -- align CTA and goals with intent type
Common Classification Mistakes
| Mistake | Example | Why It's Wrong | Correct Classification |
|---|---|---|---|
| Treating all "best" queries as informational | "best CRM software" | User is comparing products to buy | Commercial Investigation |
| Treating all questions as informational | "how much does Ahrefs cost" | User is evaluating a purchase | Commercial / Transactional |
| Ignoring local intent | "SEO services" | May have strong local intent in many contexts | Transactional (local) |
| Missing navigational intent | "HubSpot blog" | User wants a specific page | Navigational |
| Assuming single intent | "SEO tools" | Could be informational OR commercial | Mixed -- check SERP |