AgentSkillsCN

geo-checklist-auditor

依据 12 步 GEO 最佳实践清单,对页面进行审计。当您需要评估内容是否适合 AI 搜索,确保页面遵循生成式引擎优化原则,或为提升在 ChatGPT、Perplexity 以及 Google AI 模式中的可见性而准备内容时,可选用此技能。

SKILL.md
--- frontmatter
name: geo-checklist-auditor
description: Audit pages against the 12-step GEO best practices checklist. Use when reviewing content for AI search readiness, ensuring pages follow Generative Engine Optimization principles, or preparing content for better visibility in ChatGPT, Perplexity, and Google AI Mode.

GEO Checklist Auditor

Audit web pages against the comprehensive GEO (Generative Engine Optimization) best practices checklist to ensure optimal visibility in AI search engines.

Why This Audit Matters

  • AI-sourced visitors convert at 27% vs 2.1% from traditional search (12x improvement)
  • 60% of queries now end in zero-click answers
  • Only 16% of brands systematically track AI search performance
  • Brands with 70%+ compliance on GEO checklists see measurably higher citation rates

The 12-Step GEO Audit Checklist

Use this checklist as a comprehensive pass before publishing or updating any high-value page.

1. AI Search Visibility Baseline

What to check:

  • Has the page topic been tested in AI assistants?
  • Which brands currently appear for related queries?
  • What sources are being cited?

Audit actions:

  • Test 3-5 relevant prompts in ChatGPT
  • Test same prompts in Perplexity
  • Test in Google AI Mode if available
  • Document which competitors are mentioned
  • Note which sources are cited

Test query patterns:

code
"What are the best [your category]?"
"How does [your product type] work?"
"[Your product] vs [competitor] comparison"
"What companies offer [your service]?"

2. Business KPI Alignment

What to check:

  • Are GEO objectives connected to revenue metrics?
  • Can improvements be measured against business outcomes?

Audit questions:

  • Page purpose aligns with business objectives
  • Success metrics defined (visibility, citations, conversions)
  • Tracking in place to measure impact
  • Page targets specific customer journey stage

3. Technical Infrastructure

What to check:

  • Can AI crawlers access and parse the page?
  • Does the page meet performance requirements?

Technical checklist:

  • AI crawlers allowed in robots.txt (GPTBot, ClaudeBot, PerplexityBot)
  • llms.txt implemented at domain root
  • Server-side rendering in place
  • First Contentful Paint < 0.4s (target for AI citation eligibility)
  • Core Web Vitals passing (LCP < 2.5s, FID < 100ms, CLS < 0.1)
  • Mobile-friendly layout
  • No JavaScript-dependent critical content

4. Schema Markup Implementation

What to check:

  • Is appropriate schema markup present?
  • Is structured data valid?

Schema audit by content type:

Content TypeRequired SchemaPresent?Valid?
Article/BlogArticle
FAQ sectionFAQPage
TutorialHowTo
Product pageProduct
Company pageOrganization
Author pagePerson

Schema checklist:

  • Schema type matches content type
  • Required properties populated
  • dateModified reflects actual last update
  • JSON-LD syntax is valid
  • No conflicting schema on page

5. Content Extractability

What to check:

  • Can AI easily extract key information?
  • Is content structured for machine reading?

Structure checklist:

  • Clear H1 matching primary intent
  • Logical H2/H3 hierarchy
  • TL;DR or summary section at top
  • Each section leads with direct answer
  • Paragraphs average 2-4 sentences
  • Key data in tables or callouts
  • Processes use numbered lists
  • Features use bullet points
  • Each paragraph is quotable standalone

The 0.4s Speed Signal: Fast-loading pages are 3x more likely to be cited by ChatGPT. Check that content is in initial HTML, not JavaScript-rendered.

6. Question-Based Architecture

What to check:

  • Does content address real user prompts?
  • Are all funnel stages covered?

Query intent mapping:

StagePrompt PatternPage Addresses?
Awareness"What is [topic]?"☐ Yes ☐ No
Awareness"How does [topic] work?"☐ Yes ☐ No
Consideration"Best [category] for [use case]"☐ Yes ☐ No
Consideration"[Product A] vs [Product B]"☐ Yes ☐ No
Decision"[Product] pricing"☐ Yes ☐ No
Decision"[Product] reviews"☐ Yes ☐ No

Content checklist:

  • H2 headings match real question patterns
  • FAQ section addresses common questions
  • Content covers query fan-out variations
  • Headings mirror how users phrase questions

7. E-E-A-T Authority Signals

What to check:

  • Is expertise demonstrated?
  • Are claims supported by evidence?

Authority checklist:

  • Author credentials visible
  • Author page exists with schema
  • Content includes original insights
  • Claims backed by data/sources
  • External citations to authoritative sources
  • Statistics from credible sources (within last 2 years)
  • Expert quotes where relevant

Evidence requirements by content length:

Article LengthExternal Stats Needed
Under 2k words3 stats
2-3k words4-5 stats
3-5k words5-7 stats
5k+ words7-10 stats max

8. Web Mentions Strategy

What to check:

  • Does brand appear on third-party sources?
  • Is information consistent across sources?

Web mentions correlate 3x more strongly with AI visibility than backlinks (0.664 vs 0.218 correlation).

Third-party presence audit:

  • Wikipedia/Wikidata presence (if notable)
  • Industry directory listings
  • Review site profiles (G2, Capterra, Trustpilot)
  • LinkedIn company page
  • Relevant Reddit communities
  • YouTube presence
  • Industry forums/communities

Consistency check:

  • Company description consistent across platforms
  • Product information matches website
  • Pricing is current everywhere
  • Contact information is accurate

9. Customer Journey Mapping

What to check:

  • Is content aligned with specific journey stages?
  • Are journey triggers addressed?

Journey stage requirements:

StageQuery TypeContent Requirements
AwarenessProblem-focused, broadComprehensive overviews, trend analysis
ConsiderationSolution-focused, comparativeComparison content, evaluation criteria
DecisionBrand-focused, specificProduct info, social proof, pricing

Checklist:

  • Page serves clear journey stage
  • Content addresses stage-appropriate questions
  • CTAs match journey stage intent
  • Internal links guide to next stage

10. AI-Specific Tracking

What to check:

  • Are AI visibility metrics being tracked?
  • Can improvements be measured?

Metrics to establish:

  • Brand visibility baseline documented
  • Citation rate tracked
  • AI Share of Voice vs competitors measured
  • AI referral traffic identified in analytics
  • Conversion rate for AI traffic tracked

11. Common Mistakes Avoided

Verify the page avoids these issues:

  • NOT keyword stuffing (AI penalizes manipulation)
  • NOT thin content (< 500 words for important pages)
  • NOT using only one distribution channel
  • NOT measuring only traditional SEO metrics
  • NOT ignoring AI bot access in robots.txt
  • NOT using JavaScript-only content rendering
  • NOT having slow page load times (> 0.4s FCP)
  • NOT missing schema markup
  • NOT having inconsistent brand information
  • NOT neglecting third-party presence
  • NOT publishing static content without refresh plan

12. Continuous Optimization Plan

What to check:

  • Is there a plan for ongoing updates?
  • Are refresh triggers defined?

Refresh cadence by content type:

Content TypeRefresh Every
Product pagesMonthly
Pricing pagesMonthly
Industry guides60-90 days
Blog posts with dataQuarterly
DocumentationWhen features change
Evergreen content6 months

Optimization checklist:

  • Last update date is visible
  • Statistics are current (< 12 months old)
  • Examples are relevant and recent
  • Links are working (no 404s)
  • Product information is accurate
  • Pricing is current
  • Next refresh date scheduled

Audit Scoring

Calculate Overall GEO Score

SectionMax PointsScore
1. Visibility Baseline10___
2. KPI Alignment10___
3. Technical Infrastructure10___
4. Schema Markup10___
5. Content Extractability10___
6. Question Architecture10___
7. E-E-A-T Signals10___
8. Web Mentions10___
9. Journey Mapping10___
10. AI Tracking5___
11. Mistakes Avoided10___
12. Optimization Plan5___
Total100___

Score Interpretation

ScoreRatingAction
90-100ExcellentMaintain and monitor
75-89GoodMinor optimizations needed
60-74FairSignificant improvements needed
40-59PoorMajor restructuring required
< 40CriticalFull content overhaul needed

Target: 70%+ compliance for effective AI visibility.

Audit Report Template

markdown
# GEO Audit Report

**Page:** [URL]
**Date:** [Date]
**Auditor:** [Name]
**Overall Score:** [X/100]

## Executive Summary

[2-3 sentence summary of findings]

## Critical Issues (Fix Immediately)

1. [Issue with impact]
2. [Issue with impact]

## High Priority (Fix This Week)

1. [Issue with recommendation]
2. [Issue with recommendation]

## Medium Priority (Fix This Month)

1. [Issue with recommendation]
2. [Issue with recommendation]

## Strengths

- [What's working well]
- [What's working well]

## Section Scores

| Section                  | Score | Status |
| ------------------------ | ----- | ------ |
| Visibility Baseline      | X/10  | ✓/✗    |
| Technical Infrastructure | X/10  | ✓/✗    |
| Schema Markup            | X/10  | ✓/✗    |
| Content Extractability   | X/10  | ✓/✗    |
| ...                      | ...   | ...    |

## Recommendations

1. [Specific actionable recommendation]
2. [Specific actionable recommendation]
3. [Specific actionable recommendation]

## Next Review Date

[Date for follow-up audit]

Quick Audit Checklist

For fast assessments, use this condensed 10-point check:

  • Structure: H1 matches intent, logical H2/H3 hierarchy
  • Answer First: Main point in first 1-2 sentences of each section
  • TL;DR: Summary section at page top
  • FAQ: Common questions addressed with FAQ schema
  • Schema: Appropriate type implemented, valid syntax
  • Speed: Page loads under 0.4s FCP
  • Freshness: Updated within 90 days
  • Entities: Consistent terminology throughout
  • Evidence: Claims backed by data/sources
  • Quotability: Each paragraph stands alone