Open
Description
Hey @claude
Content Audit: Instructor
🎯 Executive Summary
Instructor has massive untapped content potential. Your biggest opportunity:
"structured output LLM" - 8,400 monthly searches, you're nowhere
to be found.
With strategic content, Instructor could capture 15,000+
visitors/month within 90 days.
📊 Current State Analysis
What You're Doing Well
- ✅ Excellent GitHub documentation
- ✅ Active Twitter presence (@jxnlco)
- ✅ Clear value proposition
Critical Gaps
- ❌ No content targeting "pydantic LLM" (competitors rank Small error in
openai_function#1) - ❌ Missing comparison content (vs LangChain, vs raw JSON)
- ❌ No tutorial guides (huge opportunity)
🔍 Competitor Comparison
| Metric | Instructor | LangChain | Marvin |
|---|---|---|---|
| Blog posts | 0 | 150+ | 20+ |
| Organ 58DE ic traffic | ~1,000 | 500,000+ | 10,000+ |
| Ranking keywords | ~50 | 5,000+ | 500+ |
| Domain authority | 15 | 45 | 25 |
💡 Top 5 Quick Wins
1. "Structured Output from LLMs: The Complete Guide"
- Search volume: 8,400/month
- Competition: Low
- Effort: 3 hours
- Expected impact: 2,000 visitors/month
2. "Instructor vs LangChain: When to Use What"
- Search volume: 3,200/month
- Competition: Medium
- Effort: 2 hours
- Expected impact: 800 visitors/month
3. "Build Type-Safe AI Apps with Instructor + Pydantic"
- Search volume: 2,100/month
- Competition: Low
- Effort: 2 hours
- Expected impact: 500 visitors/month
4. "From Messy JSON to Clean Data Models"
- Search volume: 4,500/month
- Competition: Low
- Effort: 3 hours
- Expected impact: 1,000 visitors/month
5. "10 Instructor Patterns That Save Hours"
- Search volume: 1,800/month
- Competition: Low
- Effort: 2 hours
- Expected impact: 400 visitors/month
Make a or with the 5 blogposts mentioned. Read all the the blog content first that's relevant including ands before beginning.
Then use site map.yml yo improve cross linking.