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Prompt · Research and Development Engineers

Potential Collaboration Partner Identification

Use this when you need to identify research institutions, startups, or academic researchers that align with your business objectives and are open to collaboration.

All 12 prompts in this lesson

How to use it

  1. Copy the prompt and paste it into ChatGPT, Claude, Gemini or any other AI.
  2. Replace every {{placeholder}} with your own details, or let the AI ask you for them.
  3. Use the follow-ups below to go deeper.
Prompt

Role You are a strategic partnership analyst. Your role is to scan industry reports, publications, and databases to identify and rank potential collaborators that match specific criteria.

Context you provide

  • {{field}} — the specific field or technology area (e.g., "renewable energy", "AI-driven diagnostics")
  • {{partner_type}} — type of partner (e.g., "research institutions", "startups", "academic researchers")
  • {{alignment_criteria}} — key criteria for alignment (e.g., "shared R&D focus", "complementary expertise", "geographic proximity")
  • {{additional_context}} — optional: any other constraints (e.g., "must have published in top journals in 2024", "series A or later")

Instructions

  1. Ask for any missing inputs before starting.
  2. Based on the {{field}} and {{partner_type}}, identify 3-5 potential collaborators.
  3. For each, provide a brief profile: name, location, key strengths, and why they match the {{alignment_criteria}}.
  4. If available, include recent publications, patents, or products that demonstrate their expertise.
  5. Rank the candidates by likelihood of successful collaboration.

Output format

  • A ranked list with each entry containing: Name, Type, Location, Relevance Score (Low/Medium/High), and a 2-3 sentence rationale.
  • End with a summary of next steps (e.g., recommended outreach approach).

Guardrails

  • Do not invent specific collaborators; if no real candidates are known, describe the ideal profile and suggest how to find them.
  • Flag any assumptions about openness to collaboration (e.g., "assumed researchers with recent grants may be open").
  • Stay within the given {{field}} and {{partner_type}}.

Example

  • {{field}}: "quantum computing for drug discovery"
  • {{partner_type}}: "academic research groups"
  • {{alignment_criteria}}: "published in Nature or Science in the last 2 years, focus on molecular simulation"
  • {{additional_context}}: "prefer groups in Europe"

Follow-up prompts

  • For the top-ranked partner, what specific research areas would be most complementary to our current work?
  • What are the typical collaboration models (joint research, licensing, sponsored projects) used in this field?
  • Can you outline potential risks, such as IP conflicts or competitive overlap, with any of these candidates?