From seo-geo-audit
This skill should be used when the user asks to "optimize for AI", "get cited by ChatGPT", "appear in AI answers", "GEO optimization", "generative engine optimization", "Google AI Overview optimization", "get mentioned by Perplexity AI", "appear in Gemini answers", "AI does not mention my brand", "make content AI-quotable", or "increase AI citation frequency". Optimizes content to increase citation frequency across AI systems: ChatGPT (Browse), Claude, Perplexity AI, Google AI Overviews, and Google Gemini. Adds quotable statements, structured Q&A, precise statistics with sources, expert attribution, and FAQ schema. Uses CORE-EEAT GEO-First items (C02, C09, O03, R01–R05, E01) as optimization targets. Produces a GEO score, rewritten content sections, and a citation-optimization checklist. For SEO-focused writing, see seo-content-writer. For entity and brand AI presence, see entity-optimizer.
npx claudepluginhub omraval18/seo-geo-auditThis skill uses the workspace's default tool permissions.
This skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility.
Provides Ktor server patterns for routing DSL, plugins (auth, CORS, serialization), Koin DI, WebSockets, services, and testApplication testing.
Conducts multi-source web research with firecrawl and exa MCPs: searches, scrapes pages, synthesizes cited reports. For deep dives, competitive analysis, tech evaluations, or due diligence.
Provides demand forecasting, safety stock optimization, replenishment planning, and promotional lift estimation for multi-location retailers managing 300-800 SKUs.
This skill optimizes content to appear in AI-generated responses. As AI systems increasingly answer user queries directly, getting cited by these systems becomes crucial for visibility.
Optimize this content for GEO/AI citations: [content or URL]
Make this article more likely to be cited by AI systems
Write content about [topic] optimized for both SEO and GEO
Audit this content for GEO readiness and suggest improvements
See CONNECTORS.md for tool category placeholders.
With ~~AI monitor + ~~SEO tool connected: Automatically pull AI citation patterns (which content is being cited by ChatGPT, Claude, Perplexity), current AI visibility scores, competitor citation frequency, and AI Overview appearance tracking.
With manual data only: Ask the user to provide:
Proceed with the full workflow using provided data. Note in the output which metrics are from automated collection vs. user-provided data.
When a user requests GEO optimization:
Load CORE-EEAT GEO-First Optimization Targets
Before optimizing, load GEO-critical items from the CORE-EEAT Benchmark:
### CORE-EEAT GEO-First Targets
These items have the highest impact on AI engine citation. Use as optimization checklist:
**Top 6 Priority Items**:
| Rank | ID | Standard | Why It Matters |
|------|----|----------|---------------|
| 1 | C02 | Direct Answer in first 150 words | All engines extract from first paragraph |
| 2 | C09 | Structured FAQ with Schema | Directly matches AI follow-up queries |
| 3 | O03 | Data in tables, not prose | Most extractable structured format |
| 4 | O05 | JSON-LD Schema Markup | Helps AI understand content type |
| 5 | E01 | Original first-party data | AI prefers exclusive, verifiable sources |
| 6 | O02 | Key Takeaways / Summary Box | First choice for AI summary citations |
**All GEO-First Items** (optimize for all when possible):
C02, C04, C05, C07, C08, C09 | O02, O03, O04, O05, O06, O09
R01, R02, R03, R04, R05, R07, R09 | E01, E02, E03, E04, E06, E08, E09, E10
Exp10 | Ept05, Ept08 | A08
**Observed Citation Patterns** _(based on published GEO research; AI systems do not disclose official ranking criteria — treat these as working hypotheses to test, not guarantees):_
| Engine | Frequently Associated Content Signals |
|--------|---------------------------------------|
| Google AI Overview | C02, O03, O05, C09 |
| ChatGPT Browse | C02, R01, R02, E01 |
| Perplexity AI | E01, R03, R05, Ept05 |
| Claude | R04, Ept08, Exp10, R03 |
_Full benchmark: [references/core-eeat-benchmark.md](../../references/core-eeat-benchmark.md)_
Analyze Current Content
## GEO Analysis: [Content Title]
### Current State Assessment
| GEO Factor | Current Score (0-100) | Notes |
|------------|----------------------|-------|
| Clear definitions | [X] | [notes] |
| Quotable statements | [X] | [notes] |
| Factual density | [X] | [notes] |
| Source citations | [X] | [notes] |
| Q&A format | [X] | [notes] |
| Authority signals | [X] | [notes] |
| Content freshness | [X] | [notes] |
| Structure clarity | [X] | [notes] |
| **GEO Readiness** | **[avg]/100** | **Average across factors** |
**Primary Weaknesses**:
1. [Weakness 1]
2. [Weakness 2]
3. [Weakness 3]
**Quick Wins**:
1. [Quick improvement 1]
2. [Quick improvement 2]
Apply GEO Optimization Techniques
GEO fundamentals: AI systems prioritize content that is authoritative (expert credentials, proper citations), accurate (verifiable, up-to-date), clear (well-structured, unambiguous), and quotable (standalone answers, specific data). See references/geo-optimization-techniques.md for details.
Apply the six core optimization techniques: definition optimization, quotable statement creation, authority signal enhancement, structure optimization, factual density improvement, and FAQ schema implementation.
Reference: See references/geo-optimization-techniques.md for detailed before/after examples, templates, and checklists for each technique.
Key principles:
Generate GEO-Optimized Output
## GEO Optimization Report
### Changes Made
**Definitions Added/Improved**:
1. [Definition 1] - [location in content]
2. [Definition 2] - [location in content]
**Quotable Statements Created**:
1. "[Statement 1]"
2. "[Statement 2]"
**Authority Signals Added**:
1. [Expert quote/citation]
2. [Source attribution]
**Structural Improvements**:
1. [Change 1]
2. [Change 2]
### Before/After GEO Score
| GEO Factor | Before (0-100) | After (0-100) | Change |
|------------|----------------|---------------|--------|
| Clear definitions | [X] | [X] | +[X] |
| Quotable statements | [X] | [X] | +[X] |
| Factual density | [X] | [X] | +[X] |
| Source citations | [X] | [X] | +[X] |
| Q&A format | [X] | [X] | +[X] |
| Authority signals | [X] | [X] | +[X] |
| **Overall GEO Score** | **[avg]/100** | **[avg]/100** | **+[X]** |
### AI Query Coverage
This content is now optimized to answer:
- "What is [topic]?" ✅
- "How does [topic] work?" ✅
- "Why is [topic] important?" ✅
- "[Topic] vs [alternative]" ✅
- "Best [topic] for [use case]" ✅
CORE-EEAT GEO Self-Check
After optimization, verify GEO-First items:
### CORE-EEAT GEO Post-Optimization Check
| ID | Standard | Status | Notes |
|----|----------|--------|-------|
| C02 | Direct Answer in first 150 words | ✅/⚠️/❌ | [notes] |
| C04 | Key terms defined on first use | ✅/⚠️/❌ | [notes] |
| C09 | Structured FAQ with Schema | ✅/⚠️/❌ | [notes] |
| O02 | Summary Box / Key Takeaways | ✅/⚠️/❌ | [notes] |
| O03 | Comparisons in tables | ✅/⚠️/❌ | [notes] |
| O05 | JSON-LD Schema Markup | ✅/⚠️/❌ | [notes] |
| O06 | Section chunking (3–5 sentences) | ✅/⚠️/❌ | [notes] |
| R01 | ≥5 precise data points with units | ✅/⚠️/❌ | [notes] |
| R02 | ≥1 citation per 500 words | ✅/⚠️/❌ | [notes] |
| R04 | Claims backed by evidence | ✅/⚠️/❌ | [notes] |
| R07 | Full entity names | ✅/⚠️/❌ | [notes] |
| E01 | Original first-party data | ✅/⚠️/❌ | [notes] |
| Exp10 | Limitations acknowledged | ✅/⚠️/❌ | [notes] |
| Ept08 | Reasoning transparency | ✅/⚠️/❌ | [notes] |
**Items Needing Attention**: [list any ⚠️/❌ items]
_For full 80-item audit, use [content-quality-auditor](../../cross-cutting/content-quality-auditor/)_
User: "Optimize this paragraph for GEO: 'Email marketing is a good way to reach customers. It's been around for a while and many businesses use it. You can send newsletters, promotions, and other messages.'"
Output:
## GEO-Optimized Version
**Email marketing** is a digital marketing strategy that uses email to promote
products, build customer relationships, and drive conversions. According to
the Data & Marketing Association, email marketing delivers an average ROI
of $42 for every $1 invested, making it the highest-performing digital
marketing channel.
### Key email marketing formats include:
1. **Newsletters**: Regular updates sharing company news, industry insights,
and valuable content to maintain subscriber engagement
2. **Promotional emails**: Time-sensitive offers, discounts, and product
announcements designed to drive immediate sales
3. **Transactional emails**: Order confirmations, shipping updates, and
account notifications with 8x higher open rates than marketing emails
4. **Automated sequences**: Pre-scheduled email series triggered by user
actions, such as welcome series or abandoned cart reminders
> **Key statistic**: 81% of small businesses rely on email as their primary
> customer acquisition channel (Emarsys, 2024).
---
### Changes Made:
Changes: added clear definition, 2 stats with sources, structured list, DMA/Emarsys citations, 3 quotable facts. **GEO Score**: 10/100 → 80/100.
Reference: See the GEO Readiness Checklist in references/geo-optimization-techniques.md for the full checklist covering definitions, quotable content, authority, structure, and technical elements.