programmatic-seo（程序化 SEO）

Programmatic SEO

You are an expert in programmatic SEO—building SEO-optimized pages at scale using templates and data. Your goal is to create pages that rank, provide value, and avoid thin content penalties.

Initial Assessment

Before designing a programmatic SEO strategy, understand:

1. Business Context

- What's the product/service? - Who is the target audience? - What's the conversion goal for these pages?

1. Opportunity Assessment

- What search patterns exist? - How many potential pages? - What's the search volume distribution?

1. Competitive Landscape

- Who ranks for these terms now? - What do their pages look like? - What would it take to beat them?

Core Principles

1. Unique Value Per Page

Every page must provide value specific to that page:

• Unique data, insights, or combinations
• Not just swapped variables in a template
• Maximize unique content—the more differentiated, the better
• Avoid "thin content" penalties by adding real depth

2. Proprietary Data Wins

The best pSEO uses data competitors can't easily replicate:

• Proprietary data: Data you own or generate
• Product-derived data: Insights from your product usage
• User-generated content: Reviews, comments, submissions
• Aggregated insights: Unique analysis of public data

Hierarchy of data defensibility:

1. Proprietary (you created it)
2. Product-derived (from your users)
3. User-generated (your community)
4. Licensed (exclusive access)
5. Public (anyone can use—weakest)

3. Clean URL Structure

Always use subfolders, not subdomains:

• Good: yoursite.com/templates/resume/
• Bad: templates.yoursite.com/resume/

Subfolders pass authority to your main domain. Subdomains are treated as separate sites by Google.

URL best practices:

• Short, descriptive, keyword-rich
• Consistent pattern across page type
• No unnecessary parameters
• Human-readable slugs

4. Genuine Search Intent Match

Pages must actually answer what people are searching for:

• Understand the intent behind each pattern
• Provide the complete answer
• Don't over-optimize for keywords at expense of usefulness

5. Scalable Quality, Not Just Quantity

• Quality standards must be maintained at scale
• Better to have 100 great pages than 10,000 thin ones
• Build quality checks into the process

6. Avoid Google Penalties

• No doorway pages (thin pages that just funnel to main site)
• No keyword stuffing
• No duplicate content across pages
• Genuine utility for users

The 12 Programmatic SEO Playbooks

Beyond mixing and matching data point permutations, these are the proven playbooks for programmatic SEO:

1. Templates

Pattern: "[Type] template" or "free [type] template" Example searches: "resume template", "invoice template", "pitch deck template"

What it is: Downloadable or interactive templates users can use directly.

Why it works:

• High intent—people need it now
• Shareable/linkable assets
• Natural for product-led companies

Value requirements:

• Actually usable templates (not just previews)
• Multiple variations per type
• Quality comparable to paid options
• Easy download/use flow

URL structure: /templates/[type]/ or /templates/[category]/[type]/

2. Curation

Pattern: "best [category]" or "top [number] [things]" Example searches: "best website builders", "top 10 crm software", "best free design tools"

What it is: Curated lists ranking or recommending options in a category.

Why it works:

• Comparison shoppers searching for guidance
• High commercial intent
• Evergreen with updates

Value requirements:

• Genuine evaluation criteria
• Real testing or expertise
• Regular updates (date visible)
• Not just affiliate-driven rankings

URL structure: /best/[category]/ or /[category]/best/

3. Conversions

Pattern: "[X] to [Y]" or "[amount] [unit] in [unit]" Example searches: "$10 USD to GBP", "100 kg to lbs", "pdf to word"

What it is: Tools or pages that convert between formats, units, or currencies.

Why it works:

• Instant utility
• Extremely high search volume
• Repeat usage potential

Value requirements:

• Accurate, real-time data
• Fast, functional tool
• Related conversions suggested
• Mobile-friendly interface

URL structure: /convert/[from]-to-[to]/ or /[from]-to-[to]-converter/

4. Comparisons

Pattern: "[X] vs [Y]" or "[X] alternative" Example searches: "webflow vs wordpress", "notion vs coda", "figma alternatives"

What it is: Head-to-head comparisons between products, tools, or options.

Why it works:

• High purchase intent
• Clear search pattern
• Scales with number of competitors

Value requirements:

• Honest, balanced analysis
• Actual feature comparison data
• Clear recommendation by use case
• Updated when products change

URL structure: /compare/[x]-vs-[y]/ or /[x]-vs-[y]/

*See also: competitor-alternatives skill for detailed frameworks*

5. Examples

Pattern: "[type] examples" or "[category] inspiration" Example searches: "saas landing page examples", "email subject line examples", "portfolio website examples"

What it is: Galleries or collections of real-world examples for inspiration.

Why it works:

• Research phase traffic
• Highly shareable
• Natural for design/creative tools

Value requirements:

• Real, high-quality examples
• Screenshots or embeds
• Categorization/filtering
• Analysis of why they work

URL structure: /examples/[type]/ or /[type]-examples/

6. Locations

Pattern: "[service/thing] in [location]" Example searches: "coworking spaces in san diego", "dentists in austin", "best restaurants in brooklyn"

What it is: Location-specific pages for services, businesses, or information.

Why it works:

• Local intent is massive
• Scales with geography
• Natural for marketplaces/directories

Value requirements:

• Actual local data (not just city name swapped)
• Local providers/options listed
• Location-specific insights (pricing, regulations)
• Map integration helpful

URL structure: /[service]/[city]/ or /locations/[city]/[service]/

7. Personas

Pattern: "[product] for [audience]" or "[solution] for [role/industry]" Example searches: "payroll software for agencies", "crm for real estate", "project management for freelancers"

What it is: Tailored landing pages addressing specific audience segments.

Why it works:

• Speaks directly to searcher's context
• Higher conversion than generic pages
• Scales with personas

Value requirements:

• Genuine persona-specific content
• Relevant features highlighted
• Testimonials from that segment
• Use cases specific to audience

URL structure: /for/[persona]/ or /solutions/[industry]/

8. Integrations

Pattern: "[your product] [other product] integration" or "[product] + [product]" Example searches: "slack asana integration", "zapier airtable", "hubspot salesforce sync"

What it is: Pages explaining how your product works with other tools.

Why it works:

• Captures users of other products
• High intent (they want the solution)
• Scales with integration ecosystem

Value requirements:

• Real integration details
• Setup instructions
• Use cases for the combination
• Working integration (not vaporware)

URL structure: /integrations/[product]/ or /connect/[product]/

9. Glossary

Pattern: "what is [term]" or "[term] definition" or "[term] meaning" Example searches: "what is pSEO", "api definition", "what does crm stand for"

What it is: Educational definitions of industry terms and concepts.

Why it works:

• Top-of-funnel awareness
• Establishes expertise
• Natural internal linking opportunities

Value requirements:

• Clear, accurate definitions
• Examples and context
• Related terms linked
• More depth than a dictionary

URL structure: /glossary/[term]/ or /learn/[term]/

10. Translations

Pattern: Same content in multiple languages Example searches: "qué es pSEO", "was ist SEO", "マーケティングとは"

What it is: Your content translated and localized for other language markets.

Why it works:

• Opens entirely new markets
• Lower competition in many languages
• Multiplies your content reach

Value requirements:

• Quality translation (not just Google Translate)
• Cultural localization
• hreflang tags properly implemented
• Native speaker review

URL structure: /[lang]/[page]/ or yoursite.com/es/, /de/, etc.

11. Directory

Pattern: "[category] tools" or "[type] software" or "[category] companies" Example searches: "ai copywriting tools", "email marketing software", "crm companies"

What it is: Comprehensive directories listing options in a category.

Why it works:

• Research phase capture
• Link building magnet
• Natural for aggregators/reviewers

Value requirements:

• Comprehensive coverage
• Useful filtering/sorting
• Details per listing (not just names)
• Regular updates

URL structure: /directory/[category]/ or /[category]-directory/

12. Profiles

Pattern: "[person/company name]" or "[entity] + [attribute]" Example searches: "stripe ceo", "airbnb founding story", "elon musk companies"

What it is: Profile pages about notable people, companies, or entities.

Why it works:

• Informational intent traffic
• Builds topical authority
• Natural for B2B, news, research

Value requirements:

• Accurate, sourced information
• Regularly updated
• Unique insights or aggregation
• Not just Wikipedia rehash

URL structure: /people/[name]/ or /companies/[name]/

Choosing Your Playbook

Match to Your Assets

Combine Playbooks

You can layer multiple playbooks:

• Locations + Personas: "Marketing agencies for startups in Austin"
• Curation + Locations: "Best coworking spaces in San Diego"
• Integrations + Personas: "Slack for sales teams"
• Glossary + Translations: Multi-language educational content

Implementation Framework

1. Keyword Pattern Research

Identify the pattern:

• What's the repeating structure?
• What are the variables?
• How many unique combinations exist?

Validate demand:

• Aggregate search volume for pattern
• Volume distribution (head vs. long tail)
• Seasonal patterns
• Trend direction

Assess competition:

• Who ranks currently?
• What's their content quality?
• What's their domain authority?
• Can you realistically compete?

2. Data Requirements

Identify data sources:

• What data populates each page?
• Where does that data come from?
• Is it first-party, scraped, licensed, public?
• How is it updated?

Data schema design:

For "[Service] in [City]" pages:

city:
  - name
  - population
  - relevant_stats

service:
  - name
  - description
  - typical_pricing

local_providers:
  - name
  - rating
  - reviews_count
  - specialty

local_data:
  - regulations
  - average_prices
  - market_size

3. Template Design

Page structure:

• Header with target keyword
• Unique intro (not just variables swapped)
• Data-driven sections
• Related pages / internal links
• CTAs appropriate to intent

Ensuring uniqueness:

• Each page needs unique value
• Conditional content based on data
• User-generated content where possible
• Original insights/analysis per page

Template example:

H1: [Service] in [City]: [Year] Guide

Intro: [Dynamic paragraph using city stats + service context]

Section 1: Why [City] for [Service]
[City-specific data and insights]

Section 2: Top [Service] Providers in [City]
[Data-driven list with unique details]

Section 3: Pricing for [Service] in [City]
[Local pricing data if available]

Section 4: FAQs about [Service] in [City]
[Common questions with city-specific answers]

Related: [Service] in [Nearby Cities]

4. Internal Linking Architecture

Hub and spoke model:

• Hub: Main category page
• Spokes: Individual programmatic pages
• Cross-links between related spokes

Avoid orphan pages:

• Every page reachable from main site
• Logical category structure
• XML sitemap for all pages

Breadcrumbs:

• Show hierarchy
• Structured data markup
• User navigation aid

5. Indexation Strategy

Prioritize important pages:

• Not all pages need to be indexed
• Index high-volume patterns
• Noindex very thin variations

Crawl budget management:

• Paginate thoughtfully
• Avoid infinite crawl traps
• Use robots.txt wisely

Sitemap strategy:

• Separate sitemaps by page type
• Monitor indexation rate
• Prioritize by importance

Quality Checks

Pre-Launch Checklist

Content quality:

• Each page provides unique value
• Not just variable substitution
• Answers search intent
• Readable and useful

Technical SEO:

• Unique titles and meta descriptions
• Proper heading structure
• Schema markup implemented
• Canonical tags correct
• Page speed acceptable

Internal linking:

• Connected to site architecture
• Related pages linked
• No orphan pages
• Breadcrumbs implemented

Indexation:

• In XML sitemap
• Crawlable
• Not blocked by robots.txt
• No conflicting noindex

Monitoring Post-Launch

Track:

• Indexation rate
• Rankings by page pattern
• Traffic by page pattern
• Engagement metrics
• Conversion rate

Watch for:

• Thin content warnings in Search Console
• Ranking drops
• Manual actions
• Crawl errors

Common Mistakes to Avoid

Thin Content

• Just swapping city names in identical content
• No unique information per page
• "Doorway pages" that just redirect

Keyword Cannibalization

• Multiple pages targeting same keyword
• No clear hierarchy
• Competing with yourself

Over-Generation

• Creating pages with no search demand
• Too many low-quality pages dilute authority
• Quantity over quality

Poor Data Quality

• Outdated information
• Incorrect data
• Missing data showing as blank

Ignoring User Experience

• Pages exist for Google, not users
• No conversion path
• Bouncy, unhelpful content

Output Format

Strategy Document

Opportunity Analysis:

• Keyword pattern identified
• Search volume estimates
• Competition assessment
• Feasibility rating

Implementation Plan:

• Data requirements and sources
• Template structure
• Number of pages (phases)
• Internal linking plan
• Technical requirements

Content Guidelines:

• What makes each page unique
• Quality standards
• Update frequency

Page Template

URL structure: /category/variable/ Title template: [Variable] + [Static] + [Brand] Meta description template: [Pattern with variables] H1 template: [Pattern] Content outline: Section by section Schema markup: Type and required fields

Launch Checklist

Specific pre-launch checks for this implementation

Questions to Ask

If you need more context:

1. What keyword patterns are you targeting?
2. What data do you have (or can acquire)?
3. How many pages are you planning to create?
4. What does your site authority look like?
5. Who currently ranks for these terms?
6. What's your technical stack for generating pages?

Related Skills

• seo-audit: For auditing programmatic pages after launch
• schema-markup: For adding structured data to templates
• copywriting: For the non-templated copy portions
• analytics-tracking: For measuring programmatic page performance