Data-driven SEO optimization: CTR repair sprints, internal linking optimization, schema markup enhancement, AEO adaptation (AI citation optimization), and"> Data-driven SEO optimization: CTR repair sprints, internal linking optimization, schema markup enhancement, AEO adaptation (AI citation optimization), and"> seo-optimize — One Person Company Skills
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seo-optimize

Last updated: 2026-05-17

> Data-driven SEO optimization: CTR repair sprints, internal linking optimization, schema markup enhancement, AEO adaptation (AI citation optimization), and

Quick Install
npx skills add seo-optimize

Data-Driven SEO Optimization

Core Principle: Measure → Change → Measure → Keep/Revert

Every optimization must be:

  1. Based on GSC data (not guessing)
  2. Limited to 1-2 changes per day (measurable)
  3. Verified after 3-7 days
  4. Reverted if no improvement

1. CTR Repair Sprint

CTR Benchmarks by Position (2026)

Without AI Overviews:
PositionExpected CTRAction if below
139.8%Title needs stronger hook
218.7%Title differentiation
310.2%Add numbers/brackets to title
47.2%Content refresh to move up
55.1%Internal linking boost
6-101.6-4.4%Major content expansion
11-200.5-1.5%Need to break into page 1
With AI Overviews present:
  • Position 1 drops to 13-20% (50%+ reduction)
  • Positions 6-10 get 30% MORE clicks (users scroll past AI answers)

CTR Repair Process

# Step 1: Get fresh GSC data
cd ~/skillboss && npx tsx scripts/seo/collect-gsc-data.ts


Step 2: Read 7-day data

cat reports/seo/data/gsc-7d-latest.json
Step 3: Find wasted impressions 
Priority Score = impressions × (benchmark_CTR - actual_CTR)


Example:
Page: /docs/blog/claude-code-alternatives
Impressions: 2,393
Position: 11.4
Actual CTR: 0.1%
Benchmark CTR for position 11: ~1%
Wasted clicks: 2,393 × (1% - 0.1%) = ~21 clicks/month

Step 4: Fix title and description

Title best practices:

  • ≤ 60 characters
  • Include a number: "8 Tools", "6 APIs", "$0.27/M"
  • Include year: "2026"
  • Add bracket hook: "(Free Options)", "(Cheaper)", "(Updated)"
  • Put primary keyword first

Description best practices:
  • ≤ 155 characters
  • First 60 characters must have value proposition
  • Include specific tool names (matches search terms)
  • End with CTA: "Compare now", "See pricing"
Step 5: Verify after 3-7 days
  • CTR improved → Keep
  • No change → Try different angle
  • CTR dropped → Revert immediately

2. Internal Linking Optimization

PageRank Flow Strategy

Homepage (highest authority)
  ├── /alternatives/ hub → individual alternative pages
  ├── /compare/ hub → individual compare pages
  ├── /pricing → pricing sub-pages
  ├── /use/ → model pages (auto-generated)
  └── /blog/ → blog posts

Rules

  • Every page: ≥ 3 incoming internal links, ≤ 100 outgoing links
  • New pages: add to Related Resources of 3+ existing high-traffic pages
  • Hub pages (/alternatives/, /compare/): link to ALL child pages
  • Cross-link between related pages (cursor-alternatives ↔ claude-code-alternatives)

Internal Link Audit Command

# Find pages with zero internal links
cd ~/skillboss
grep -rn "href=\"/alternatives/" app/[locale]/ --include=".tsx" | \
  sed 's/.href="//' | sed 's/".//' | sort | uniq -c | sort -rn

3. Schema Markup Enhancement

Phased Rollout

PhaseSchemaPagesStatus
1FAQPage + BreadcrumbListAll /alternatives/ and /compare/✅ Done
2WebAPI + HowTo/use/ pagesTODO
3Product + AggregateOffer/pricingPartial
4Article + Person/blog/ postsTODO
5Organization + SameAsSite-wideTODO
6SpeakableAnswer-first sectionsTODO

Schema Validation

# Test structured data
curl "https://validator.schema.org/" # Manual check

Or use Google Rich Results Test API

4. AEO Optimization (Ethan Smith / Profound Framework)

The 3 Channels That Drive AI Citations

ChannelCorrelation with AI visibilityAction
YouTube0.737 (strongest)Create technical how-to videos
RedditHighGenuine comments in r/LocalLLaMA, r/ClaudeAI, r/Cursor
WikipediaHighGet One Person Company AI mentioned in relevant articles
LinkedInModerateThought leadership posts
Backlinks (DR)0.266 (weak)Less important than brand mentions

On-Page AEO Checklist

Every page must have:

  • [ ] Answer-first paragraph — Direct answer in first 40-60 words
  • [ ] Optimal citation passages — Key sections 134-167 words (sweet spot for AI extraction)
  • [ ] Comparison tables — AI parses tables better than prose
  • [ ] Sourced claims — "According to [Source] (2026)..." increases citation trust
  • [ ] FAQ section — Highly extractable by AI (G2: +25 ranking keywords, +42% citation position)
  • [ ] Updated date — AI prefers fresh content (citations drop after 3 months)
  • [ ] Markdown endpoint — G2 experiment: rendering markdown for LLMs = +300% citations
  • [ ] First-person expert voice — G2: "1st person language where expert tests/evaluates → LLMs love authentic content"

AEO Maturity Assessment (Webflow framework)

Level我们的状态差距
1 Keywords + Backlinks✅ 有 26+ SEO 页面—
2 Answers + E-E-A-T✅ FAQ/schema/answer-first—
3 Structure + Digital PR + Reddit⚠️ 缺 Reddit/YouTube需要 off-site 策略
4 Thought Leadership❌需要 expert content + visual storytelling
5 Widespread Citations❌需要多平台品牌一致性

Content Refresh System (Assembly AI 4-layer model)

1. Grounding Layer — Brand kit + approved data + real API docs

    

  1. SERP Intelligence — Live Google + PAA + competitor headers + gap analysis  
    2. 

  2. Human Review Gates — HITL checkpoints before major changes
    3. 

  3. Code Validation — Test all code examples against real API (no broken code ships)
    4. 



Result: 5x refresh speed, +42% traffic, +14% signups

Technical AEO Checklist

  • [ ] robots.txt allows: OAI-SearchBot, PerplexityBot, Google-Extended, ClaudeBot (already done)
  • [ ] llms.txt at root — AI-readable content index (already done, 8.9K)
  • [ ] llms-full.txt — Complete content for LLM ingestion (already done, 165K)
  • [ ] ai-plugin.json — OpenAI plugin manifest (already done)
  • [ ] SSR/SSG for all revenue pages — AI crawlers don't execute JS (already done)
  • [ ] No Cloudflare bot blocking on AI crawlers (verify monthly)

AEO Citation Tracking

# Run citation tracker
cd ~/skillboss && npx tsx scripts/seo/track-aeo-citations.ts

Monitor:

  • Which queries mention One Person Company AI in ChatGPT/Perplexity/AI Overviews
  • Which competitors are cited more often
  • Which of our pages are being cited (optimize those further)

The Fan-Out Optimization

For every target query, ensure we rank for ALL sub-queries AI will search: 

"best AI API gateway" → we have /blog/best-ai-api-gateway-2026 ✅
  → "AI API pricing" → we have /pricing ✅
  → "OpenRouter alternative" → we have /alternatives/openrouter ✅
  → "SkillBoss reviews" → we need more off-page mentions ⚠️

5. Index Recovery

Process

# Step 1: Check indexing status
cd ~/skillboss && npx tsx scripts/seo/check-indexing.ts


Step 2: Read results

cat reports/seo/indexing-status-.md | tail -1
Common issues and fixes:
IssueFix
URL unknown to GoogleSubmit sitemap + request indexing via GSC
404Create redirect or restore page
Duplicate contentAdd canonical tag to preferred version
Crawled but not indexedImprove content quality (thin content)
Blocked by robots.txtUpdate robots.txt
Noindex tagRemove noindex

Index Recovery Priority

  1. Revenue pages (pricing, use, console) — fix immediately
  2. High-search-volume targets (/alternatives/, /compare/) — fix same day
  3. Supporting content (/blog/) — fix within a week
  4. Low-priority pages — batch fix monthly

Daily Optimization Cadence

10:00 AM — Read GSC 7-day data
10:10 AM — Identify top 1-2 optimization opportunities
10:20 AM — Execute changes (title/desc, internal links, or schema)
10:30 AM — Verify changes deployed correctly

Pick ONE focus per day:

  • Monday: CTR repair
  • Tuesday: New page internal linking
  • Wednesday: Schema markup
  • Thursday: Index recovery
  • Friday: AEO citation review + content freshness