Competitive Analysis Skill

When analyzing competition for AI-engine rankings:

Process

1. Identify the Query Space

• What queries would users search?
• What intent do these queries have?
• What type of content would AI engines prefer?

2. Generate Competitor Profiles

Create 5 realistic competitor archetypes:

3. Evaluate Ranking Factors

For each competitor, assess:

• Content depth and quality
• Social proof (reviews, testimonials, usage stats)
• Authority signals (expertise, credentials)
• User intent alignment
• Technical optimization (schema, structure)

4. Create Comparison Matrix

┌─────────────────────────────────────────────────────────────┐
│  🏆 COMPETITIVE ANALYSIS                                    │
├─────────────────────────────────────────────────────────────┤
│                                                             │
│  Query: "[analyzed query]"                                  │
│                                                             │
│  RANKING PREDICTION                                         │
│  ──────────────────                                         │
│  #1  Market Leader     ████████████  Strong brand + proof   │
│  #2  Specialist        ██████████    Deep expertise         │
│  #3  YOUR CONTENT      ████████      [current position]     │
│  #4  Content King      ██████        Good info, weak CTA    │
│  #5  Budget Option     ████          Price only             │
│                                                             │
│  YOUR DIFFERENTIATION OPPORTUNITY                           │
│  ─────────────────────────────────                          │
│  • [specific opportunity 1]                                 │
│  • [specific opportunity 2]                                 │
│  • [specific opportunity 3]                                 │
│                                                             │
└─────────────────────────────────────────────────────────────┘

5. Recommend Strategy

Provide specific actions to outrank competitors:

• Content gaps to fill
• Social proof to add
• Unique angles to pursue
• Technical improvements

Output Requirements

• Always provide actionable differentiation strategies
• Be specific about what competitors do well/poorly
• Focus on what can realistically be improved
• Include estimated impact of changes