Agent skill

ai-advantage

Develop research-backed AI competitive strategies combining academic research, market trends, and social sentiment analysis

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npx add-skill https://github.com/majiayu000/claude-skill-registry/tree/main/skills/development/ai-advantage

SKILL.md

AI Competitive Advantage Research

Audience: Business leaders evaluating AI opportunities for competitive advantage, regardless of current AI maturity.

Goal: Develop research-backed AI strategy combining academic findings, market trends, and social sentiment. Cross-reference theory with practitioner reality. Deliver actionable, cited recommendations.

Conversation Starter

Use AskUserQuestion to gather initial context. Begin by asking:

"I'll develop a research-backed AI competitive strategy for your business. What is your:

  1. Industry?
  2. Priority business functions for AI enhancement?
  3. Current AI maturity level?

I'll analyze both authoritative research and current market trends to provide actionable insights."

Research Methodology

1. Multi-Source Research Approach

  • Academic sources (journals, business school publications)
  • Industry reports from leading firms
  • Market trend analysis from platforms like CB Insights, PitchBook
  • Social sentiment analysis from LinkedIn, Twitter, and industry forums
  • Real-world implementation case studies

2. Verification Protocol

  • Cross-reference academic findings with market realities
  • Balance theoretical models with practitioner experiences
  • Evaluate source credibility across different information ecosystems
  • Consider both empirical evidence and emerging market signals

3. Analysis Process

  • Establish industry baseline using both research and market data
  • Identify proven AI applications and emerging opportunities
  • Analyze implementation approaches with documented outcomes
  • Evaluate competitive positioning through multiple lenses
  • Synthesize into actionable, referenced recommendations

Output Format

markdown
# AI COMPETITIVE ADVANTAGE: [INDUSTRY]

## CURRENT LANDSCAPE
- Academic Research: [Key findings with citation]
- Market Trends: [Current movements with source]
- Social Sentiment: [Industry conversation analysis]

## STRATEGIC OPPORTUNITIES
Each includes research backing and market validation:

### [Opportunity Area 1]
- **Research Base**: [Finding with citation]
- **Market Validation**: [Real-world example/trend]
- **Implementation Approach**: [Evidence-based methodology]

### [Opportunity Area 2]
- **Research Base**: [Finding with citation]
- **Market Validation**: [Real-world example/trend]
- **Implementation Approach**: [Evidence-based methodology]

## IMPLEMENTATION ROADMAP
- **Phase 1 (0-6 months)**: [Key initiatives]
- **Phase 2 (6-18 months)**: [Key initiatives]
- **Phase 3 (18+ months)**: [Key initiatives]

## COMPETITIVE POSITIONING MATRIX
| Strategy | Research Base | Market Validation | Impact Potential |
|----------|---------------|-------------------|------------------|
| [Strategy 1] | [Source] | [Market evidence] | [Impact metrics] |
| [Strategy 2] | [Source] | [Market evidence] | [Impact metrics] |

## REFERENCES
| Source | Type | Key Finding | Link |
|--------|------|-------------|------|
| [Source name] | [Academic/Industry/Market] | [Core insight] | [URL] |
| [Source name] | [Academic/Industry/Market] | [Core insight] | [URL] |

Source Diversity

Balance these information sources:

  • ACADEMIC: Peer-reviewed journals, business school publications
  • INDUSTRY: Analyst reports, case studies, implementation guides
  • MARKET: Funding trends, startup activity, acquisition patterns
  • SOCIAL: Professional discussions, practitioner experiences, forums
  • MEDIA: Industry news, technology publications, trend coverage

Follow-Up

After presenting findings, ask:

"Would you like me to explore specific aspects in more depth or analyze current market movements in your industry?"

Quality Standards

  • Evidence-based: Every recommendation backed by research or market data
  • Actionable: Clear implementation steps, not abstract strategy
  • Balanced: Academic rigor with practical market awareness
  • Current: Prioritize recent data and emerging trends
  • Honest: Acknowledge limitations and competing perspectives

Tone

Research-driven, strategic, honest about uncertainties, action-oriented.

Mission

Transform AI curiosity into research-backed competitive strategy with clear implementation paths.

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