Competitive analysis

Competitive Analysis Skill

Performs deep competitive analysis for iOS/macOS app ideas. Goes beyond basic discovery to provide detailed competitor insights, feature matrices, and differentiation opportunities.

When This Skill Activates

Use this Skill when the user wants to:

• Understand competitors in detail
• Compare features across competitors
• Analyze competitor pricing strategies
• Identify competitive strengths/weaknesses
• Find differentiation opportunities
• Map market positioning
• Deep-dive after initial problem discovery

This is a follow-up to the product-agent skill — use this when you need more competitive depth.

What This Skill Does

1. Competitor Identification

• Identifies direct and indirect competitors
• Categorizes by market position (leaders, challengers, niche)
• Includes App Store rankings and ratings

2. Feature Comparison

• Creates feature comparison matrix
• Identifies unique features per competitor
• Highlights feature gaps (opportunities)

3. Pricing Analysis

• Compares pricing models (free, paid, subscription, freemium)
• Analyzes price points
• Identifies pricing strategies

4. SWOT Analysis

• Strengths of each competitor
• Weaknesses and limitations
• Opportunities for differentiation
• Threats to new entrants

5. Market Positioning

• How competitors position themselves
• Target audience differences
• Brand messaging analysis

6. Differentiation Strategy

• Key output: How to be different
• Feature gaps in market
• Underserved user segments
• Unique value propositions

How to Use

Basic Usage

Start with the product-agent skill for baseline problem discovery, then enhance with deep competitor research using WebSearch and WebFetch.

Workflow

1. Start with discovery using the product-agent skill to identify competitors. Extract the current_solutions field for the competitor list.

2. Research each competitor using WebSearch/WebFetch:

   • Search for "[competitor name] app features"
   • Search for "[competitor name] pricing"
   • Fetch their App Store page
   • Fetch their website

3. Create comparison matrix from gathered data

4. Identify differentiation opportunities based on gaps

Output Structure

When performing competitive analysis, create this structure:

{
  "competitors": [
    {
      "name": "Competitor Name",
      "category": "market_leader | challenger | niche",
      "app_store_rating": "4.5/5",
      "downloads": "estimated range",
      "pricing": {
        "model": "subscription | one-time | freemium",
        "price": "$X/month or $Y one-time",
        "tiers": ["free", "pro", "business"]
      },
      "key_features": [
        "Feature 1",
        "Feature 2"
      ],
      "unique_features": [
        "Feature only they have"
      ],
      "strengths": [
        "What they do well"
      ],
      "weaknesses": [
        "What they lack or do poorly"
      ],
      "target_audience": "Who they target",
      "positioning": "How they position themselves"
    }
  ],
  "feature_matrix": {
    "Feature A": {"Competitor1": true, "Competitor2": false, "Competitor3": true},
    "Feature B": {"Competitor1": false, "Competitor2": true, "Competitor3": true}
  },
  "feature_gaps": [
    "Feature nobody offers well",
    "Feature with poor implementation across board"
  ],
  "pricing_insights": {
    "average_price": "$X",
    "pricing_range": "$Y - $Z",
    "common_model": "subscription",
    "pricing_gaps": ["No good free tier", "No lifetime option"]
  },
  "differentiation_opportunities": [
    {
      "opportunity": "AI-powered feature X",
      "reasoning": "None of the competitors do this well",
      "potential_impact": "high | medium | low"
    }
  ],
  "market_positioning_map": {
    "axes": ["Price (low to high)", "Features (simple to complex)"],
    "competitors": [
      {"name": "Competitor1", "position": [3, 8]},
      {"name": "Competitor2", "position": [8, 9]}
    ],
    "opportunity_quadrant": "Low price, high features"
  },
  "recommendation": "Strategic positioning recommendation"
}

Best Practices

1. Start Broad, Then Focus

Step 1: Use product-agent skill to identify competitors
Step 2: Pick top 3-5 most relevant competitors
Step 3: Deep dive on each using web research
Step 4: Create comparison matrix

2. Look Beyond Direct Competitors

Include:

• Direct competitors: Same problem, same solution
• Indirect competitors: Same problem, different solution
• Alternative solutions: How users solve this today without apps

3. Focus on Actionable Insights

Don't just list features. Answer:

• What can we do better?
• What gaps exist?
• Where can we differentiate?

4. Verify with App Store Data

When analyzing iOS/macOS apps:

• Check App Store ratings
• Read recent reviews (last 3 months)
• Note update frequency
• Check developer responsiveness

5. Pricing Intelligence

Understand:

• How competitors monetize
• What features are behind paywall
• Trial periods and refund policies
• Upgrade paths

Example Analysis Flow

User asks: "Do competitive analysis for task management apps"

You do:

1. Initial Discovery

   Run the product-agent skill with the idea "Task management app with AI prioritization."

   Result: Identifies Todoist, Things, OmniFocus, TickTick as main competitors

2. Deep Research Each Competitor

   For Todoist:

   • WebSearch: "Todoist features list 2026"
   • WebFetch: https://todoist.com/features
   • WebSearch: "Todoist pricing 2026"
   • WebFetch: https://todoist.com/pricing
   • WebSearch: "Todoist app store reviews"

   Repeat for Things, OmniFocus, TickTick

3. Create Feature Matrix

   Feature	Todoist	Things	OmniFocus	TickTick
   Subtasks	✓	✓	✓	✓
   AI Prioritization	✗	✗	✗	✗
   Calendar Integration	✓	✓	✓	✓
   Natural Language Input	✓	✗	✗	✓

4. Identify Gaps

   • AI prioritization: Nobody does it well
   • Smart scheduling: Limited implementations
   • Context-aware suggestions: Missing entirely

5. Present Findings

   Competitive Analysis: Task Management Apps
   
   **Top 4 Competitors:**
   1. Todoist (Market Leader) - $4/mo, strong features, weak AI
   2. Things (Premium) - $50 one-time, beautiful UI, limited power features
   3. OmniFocus (Power Users) - $100 one-time, complex, steep learning curve
   4. TickTick (Budget) - $2/mo, feature-rich, less polished
   
   **Feature Gaps (Opportunities):**
   1. AI-powered prioritization - None do this well
   2. Context-aware task suggestions - Missing
   3. Smart deadline suggestions - Limited
   
   **Differentiation Strategy:**
   Position as "AI-first task manager" with:
   - Automatic prioritization based on context
   - Smart deadline suggestions
   - Learning from user behavior
   
   **Pricing Recommendation:**
   $3-4/month (between TickTick and Todoist)
   Free tier with core features to build user base
   

Common Pitfalls to Avoid

❌ Don't Just List Competitors

Bad: "Competitors are Todoist, Things, OmniFocus"
Good: "Todoist leads with 30% market share at $4/mo, strong in
      collaboration but weak in AI features..."

❌ Don't Ignore Indirect Competition

Bad: Only analyzing dedicated task apps
Good: Also include: Notion (general productivity), Apple Reminders
      (free built-in), pen and paper (no-tech solution)

❌ Don't Skip Pricing Analysis

Bad: "They have a subscription"
Good: "Freemium model with $4/mo premium. 70% on free tier,
      30% convert to paid. Premium unlocks collaboration and integrations."

❌ Don't Forget the "So What?"

Bad: "Competitor X has feature Y"
Good: "Competitor X has feature Y, but it's poorly implemented
      (3.2/5 rating in reviews). This is an opportunity to do it better."

Integration with Other Skills

This Skill works best after using the product-agent skill:

1. product-agent → Quick validation (problem discovery)
2. competitive-analysis → Deep competitor insights
3. market-research → Market size and opportunity
4. MVP scoping → What to build based on competitive gaps

Tips for Effective Analysis

1. Recent Data Only: Focus on 2025-2026 data. Old reviews don't matter.

2. User Voice: Read actual user reviews. What do they complain about? What do they love?

3. Pricing Psychology: Don't just note prices. Understand the strategy:

   • Freemium = land and expand
   • One-time = premium positioning
   • Subscription = recurring revenue focus

4. Feature vs. Benefit: Map features to benefits:

   • "Subtasks" = Benefit: "Break big tasks into manageable steps"

5. Market Position: Understand where you fit:

   • Cheaper? Position as "affordable alternative"
   • Better? Position as "premium experience"
   • Simpler? Position as "easy to use"
   • Different? Position as "unique approach"

When to Run This Analysis

Perfect timing:

• After initial discovery shows "MODERATE" or "STRONG" opportunity
• Before starting development (validate differentiation strategy)
• When planning features (fill competitive gaps)
• Before pricing decisions (market rate analysis)
• When pitching to investors (competitive landscape)

Too early:

• Before basic discovery (use the product-agent skill first)
• If discovery said "DON'T BUILD" (no point analyzing dead market)

Too late:

• After building MVP without checking competition (too late to differentiate)
• After pricing decision (should inform pricing)

Deliverables

After running competitive analysis, you should have:

1. ✅ List of 3-5 main competitors with details
2. ✅ Feature comparison matrix
3. ✅ Pricing comparison table
4. ✅ SWOT for each competitor
5. ✅ 3-5 differentiation opportunities identified
6. ✅ Positioning recommendation
7. ✅ Pricing strategy recommendation

Output File Location

Save competitive analysis results to one of these locations:

• competitive-analysis.md (project root)
• docs/competitive-analysis.md (if docs folder exists)

Format: Use the JSON structure in the Output Structure section, wrapped in a markdown code block.

Integration: The PRD generator skill will automatically look for this file and integrate the insights into the PRD's Competitive Context section.

Follow-up Actions

Based on competitive analysis, next steps:

If gaps found:

• Proceed with MVP scoping
• Design features that fill gaps
• Position around differentiation

If no clear gaps:

• Consider pivoting idea
• Target different user segment
• Explore adjacent market

If too competitive:

• Find niche within market
• Bundle with other features
• Or abandon and try different idea

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Remember: Competitive analysis should lead to action. The goal is not to document competitors, but to find your unique wedge into the market.