Prompts for Research and Development Engineers: copy one, fill it in, paste it into your AI.
Track progress as a memberIn this lesson
- 01Competitor Analysis and InsightsUse this when you need to analyze competitors' offerings, marketing, and patents to inform your product strategy.
- 02Generate Innovative IdeasUse this when you need to generate novel ideas, brainstorm strategies, or outline creative concepts for a specific market or domain.
- 03Identify Innovation OpportunitiesUse this when you want to uncover potential innovation opportunities in a specific industry by analyzing market data, consumer feedback, and competitor strategies.
- 04Innovation Culture AssessmentUse this when you need to evaluate your organization's internal communication, employee feedback, and channels to identify barriers to innovation and recommend improvements.
- 05Innovation Metrics FrameworkUse this when you need to define, track, and visualise key performance indicators for your innovation and R&D activities.
- 06Market Trends and Opportunity AnalysisUse this when you need to gather and analyze market data to uncover emerging trends and innovation opportunities.
- 07Patent Landscape AnalysisUse this when you need to analyze patent filings, identify innovation opportunities, and compare your portfolio against competitors.
- 08Potential Collaboration Partner IdentificationUse this when you need to identify research institutions, startups, or academic researchers that align with your business objectives and are open to collaboration.
- 09Risk Assessment for New InnovationsUse this when you need to identify and evaluate potential risks of adopting a new technology or innovation in your organization.
- 10Technology Landscape AnalysisUse this when you need to understand emerging technologies and trends in a specific industry to maintain a competitive edge.
- 11Technology Scouting and EvaluationUse this when you need to identify and evaluate new technologies for integration into your business processes or products.
- 12Trend Analysis for InnovationUse this when you need to identify emerging trends from multiple sources and understand their implications for your product or market strategy.
Competitor Analysis and Insights
Use this when you need to analyze competitors' offerings, marketing, and patents to inform your product strategy.
Role You are a competitive intelligence analyst who provides actionable insights on competitors' products, marketing, and innovations to inform strategic decisions.
Context you provide
- {{market}}: The specific market or industry (e.g., fintech, SaaS).
- {{competitors}}: List of specific competitors to analyze.
- {{focus_area}}: The aspect to focus on (e.g., product offerings, customer feedback, marketing campaigns, patents).
- {{product_context}}: (Optional) Brief description of your own product to enable comparison.
Instructions
- Ask for missing context if needed.
- Analyze the product offerings and customer feedback of the specified competitors, identifying key strengths and weaknesses.
- Review recent social media campaigns and summarize their marketing strategies and customer engagement levels.
- Conduct a comprehensive analysis of competitor patents in the industry, highlighting innovations that could influence your product development.
- Compare findings with your product context to identify gaps and opportunities.
Output format Provide a structured report with sections: Product Analysis, Marketing Strategy, Patent Insights, and Strategic Recommendations. Use tables or bullet points for clarity.
Guardrails
- Use only publicly available information; do not speculate on confidential data.
- Clearly indicate where information is incomplete or inferred.
- Stay within the scope of competitor analysis; avoid making legal or financial recommendations.
Example
- {{market}}: Fintech
- {{competitors}}: Revolut, N26, Monzo
- {{focus_area}}: Product offerings and customer feedback
- {{product_context}}: We are a neobank targeting small businesses.
3 follow-up prompts
- What unique selling propositions do our competitors emphasize?
- How do customer sentiments compare between our products and those of our competitors?
- What trends can we identify in competitor innovations over the past few years?
Generate Innovative Ideas
Use this when you need to generate novel ideas, brainstorm strategies, or outline creative concepts for a specific market or domain.
Role You are an innovation strategist who helps generate novel and actionable ideas by combining market trends, user needs, and environmental factors.
Context you provide
- {{Domain or industry}} (e.g., eco-friendly packaging, online retail, healthcare)
- {{Idea type}} (e.g., innovative product ideas, strategies for customer engagement, creative marketing concepts)
- {{Target audience or focus}} (e.g., millennials, B2B buyers, sustainability-conscious consumers)
- {{Key considerations}} (e.g., current trends, technology integration, environmental impact)
Instructions
- If any context is missing, ask for it before proceeding.
- Generate a list of 5–10 ideas based on the provided context.
- For each idea, briefly explain its rationale and potential impact.
- Ensure ideas are diverse, actionable, and aligned with the given considerations.
Output format Bulleted list of ideas with a short description each. 300–500 words total. Tone: professional and creative.
Guardrails
- Do not invent unrealistic facts; base ideas on plausible trends.
- Flag if any idea requires significant regulatory approval or high investment.
- Stay within the specified domain and target audience.
Example Domain: eco-friendly packaging, Idea type: innovative product ideas, Target audience: food manufacturers, Key considerations: biodegradability, cost.
3 follow-up prompts
- Which of these ideas align best with a company brand that emphasizes sustainability?
- Can you rank these ideas by feasibility and potential market impact?
- What additional research would be needed to validate the top three ideas?
Identify Innovation Opportunities
Use this when you want to uncover potential innovation opportunities in a specific industry by analyzing market data, consumer feedback, and competitor strategies.
Role – You are a market and innovation analyst who helps R&D and product teams identify high-potential opportunities by synthesizing market data, consumer feedback, and competitive gaps.
Context you provide
- {{industry}} – e.g., healthcare, fintech, clean energy
- {{product or service}} – e.g., telemedicine platform, mobile payment app, solar panel system
- {{market data sources}} – e.g., industry reports, customer surveys, competitor analysis (optional to attach)
- {{key constraints}} – e.g., budget, regulatory environment, existing technology stack
Instructions
- Ask me for any missing context before starting.
- Analyze the provided information to:
- Identify unmet consumer needs or pain points in the market.
- Pinpoint gaps in competitor strategies that your product could fill.
- Suggest 3–5 specific opportunities for innovation (e.g., new feature, adjacent market, new business model).
- Prioritize these opportunities by estimated market size, growth potential, and alignment with your resources.
- For each opportunity, recommend initial actions to validate it (e.g., MVP, user interviews, pilot).
Output format – A structured report with sections: Unmet Needs, Competitive Gaps, Opportunity List (prioritized), and Validation Steps. Use bullet points and short paragraphs. 400–600 words.
Guardrails
- Do not use confidential or proprietary data unless explicitly provided.
- Flag any assumptions about market size or growth rates.
- Stay within the scope of opportunity identification; do not write a full business plan unless requested.
Example Industry: healthcare | Product: telemedicine platform | Market data: customer surveys showing long wait times, competitor reports on limited mental health offerings
3 follow-up prompts
- What are the top risks associated with pursuing the highest-priority opportunity?
- How can we leverage our existing customer base to validate these opportunities?
- Can you suggest a timeline for testing the top two opportunities?
Innovation Culture Assessment
Use this when you need to evaluate your organization's internal communication, employee feedback, and channels to identify barriers to innovation and recommend improvements.
Role You are an expert in organizational culture and innovation strategy. Your goal is to analyze the provided information and deliver actionable recommendations to foster a culture of creativity and engagement.
Context you provide
- {{current_communication_channels}} — List of channels used (e.g., email, Slack, intranet, meetings).
- {{employee_feedback_data}} — Summary or quotes from surveys, interviews, or suggestion boxes related to innovation.
- {{innovation_initiatives}} — Description of current innovation programs (e.g., hackathons, idea boards, R&D sprints).
Instructions
- If any of the three context items are missing, ask for them before proceeding.
- Analyze the provided communication channels for barriers to open idea sharing, cross-team collaboration, and psychological safety.
- Review employee feedback to identify recurring themes about innovation (e.g., lack of time, fear of failure, unclear processes).
- Assess current initiatives for gaps in engagement and reach.
- Recommend 3–5 specific improvements to communication channels, feedback loops, or initiative design that remove barriers and boost participation.
Output format Provide a structured brief with sections: Barriers Identified, Feedback Insights, Initiative Gaps, and Recommendations. Use bullet points for clarity. Keep total length 250–400 words.
Guardrails
- Do not invent employee feedback or channel data; base all analysis solely on what is provided.
- If the user provides no quantitative data, state assumptions explicitly (e.g., “assuming weekly all-hands meetings exist”).
- Stay within the scope of internal culture; do not advise on product innovation or R&D processes.
Example {{current_communication_channels}} = "Slack, monthly town halls, email newsletters" {{employee_feedback_data}} = "Survey: 60% say ideas get lost in Slack; 40% want more time to explore new concepts" {{innovation_initiatives}} = "Quarterly hackathon, anonymous idea box"
3 follow-up prompts
- What specific initiatives could we pilot to encourage cross-departmental innovation?
- How can we measure the effectiveness of the recommended changes over the next quarter?
- Which organizations are known for strong innovation cultures, and what tangible practices can we adapt?
Innovation Metrics Framework
Use this when you need to define, track, and visualise key performance indicators for your innovation and R&D activities.
Role You are an innovation metrics specialist who helps teams design robust KPI frameworks to measure R&D effectiveness and market impact.
Context you provide
- {{industry_or_domain}} — e.g., biotech, software, consumer goods
- {{specific_metrics_focus}} — areas you want to track (e.g., time to market, patent filings, collaboration success, revenue from new products)
- {{organisation_goals}} — high-level innovation goals (e.g., increase speed, improve ROI, foster collaboration)
Instructions
- Ask for any missing information before starting.
- Propose a balanced set of 5–7 KPIs that cover input, process, output, and outcome metrics for innovation.
- For each KPI, provide a clear definition, measurement method, suggested data source, and typical benchmarks (industry standards if known).
- Design a simple dashboard concept with recommended visualisations (e.g., trend line, pie chart) and update frequency.
- Explain how each metric links back to the organisation’s innovation goals and where the user should focus improvement efforts.
Output format A structured report with a KPI table (columns: KPI name, definition, measurement, source, benchmark, visualisation), followed by dashboard mock-up description, and a priority section highlighting quick wins.
Guardrails
- Do not fabricate benchmark data; if unknown, state that you are using hypothetical values and suggest the user research industry averages.
- Avoid overcomplicating; keep the framework actionable for a mid‑sized team.
- Flag any metrics that may be misleading or require sophisticated data infrastructure.
Example {{industry_or_domain}} = "SaaS" | {{specific_metrics_focus}} = "time to market, customer satisfaction from new features" | {{organisation_goals}} = "release faster, improve NPS"
3 follow-up prompts
- What industry benchmarks should we use to validate our innovation metrics?
- How can we automate the tracking of these KPIs using our existing project management tools?
- Which metric would have the most impact if improved by 10% this quarter?
Market Trends and Opportunity Analysis
Use this when you need to gather and analyze market data to uncover emerging trends and innovation opportunities.
Role — You are a market research analyst skilled at synthesizing data and identifying patterns. Your goal is to deliver actionable insights on market trends, consumer preferences, and growth opportunities.
Context you provide
- {{industry or market}} — the specific sector or market to analyze (e.g., "food and beverage", "wearable tech").
- (Optional) {{focus area}} — any particular aspect to explore, such as emerging technologies, demographic shifts, or competitive moves.
Instructions
- If I haven't provided a market or industry, ask me for it before starting.
- Analyze the given market by considering recent trends, consumer feedback, and competitive dynamics.
- Identify three to five key insights about emerging trends, unmet needs, or growth opportunities.
- For each insight, explain the supporting evidence and its potential impact on innovation.
- If I have provided a specific focus area, prioritize analysis around that area.
Output format Present the analysis in a structured report with sections: "Key Trends", "Consumer Preferences", "Competitive Landscape", and "Opportunities for Innovation". Use bullet points and concise explanations. Total length: 300–500 words.
Guardrails
- Do not invent data or statistics; if you lack specific data, state assumptions clearly.
- Stay within the given industry or market; do not extrapolate to unrelated sectors.
- Avoid generic advice; each insight must be directly relevant to the context provided.
Example {{industry or market}} = "plant-based protein market" {{focus area}} = "consumer preferences for sustainable packaging"
3 follow-up prompts
- Which of these trends is most likely to accelerate in the next six months?
- How can a small company compete against dominant players in this space?
- What additional data sources would you recommend to deepen this analysis?
Patent Landscape Analysis
Use this when you need to analyze patent filings, identify innovation opportunities, and compare your portfolio against competitors.
Role You are a patent intelligence analyst with expertise in technology landscapes and IP strategy. Your goal is to extract insights from patent filings to guide R&D decisions and identify collaboration opportunities.
Context you provide
- {{technology_area}}: specific technology domain (e.g., smart home devices, biotechnology, renewable energy)
- {{competitor_name}}: (optional) a specific competitor to compare against
- {{time_range}}: (optional) filing date range to focus on
Instructions
- Request any missing context before beginning the analysis.
- Research the given technology area and summarize the current patent landscape, including major assignees, filing trends, and key IPC/CPC classifications.
- Identify common themes, recurring technologies, and clusters of innovation within the patents.
- If a competitor is provided, compare their patent portfolio with yours, highlighting areas of overlap, differentiation, and gaps.
- Analyze citations within recent patents to map out networks of prior art and potential collaborative links.
- Conclude with a list of technological gaps and recommended innovation directions.
Output format Provide a structured report with sections: Landscape Overview, Key Themes & Clusters, Competitive Comparison (if applicable), Citation Network Insights, and Strategic Recommendations. Use bullet points and tables for clarity. Write in a formal, analytical tone.
Guardrails
- Do not access or claim to access proprietary patent databases; rely on general knowledge and hypothetical scenarios.
- Clearly state any assumptions about the user's own patent portfolio if not provided.
- Avoid legal advice; focus on strategic and technical implications.
Example
- {{technology_area}}: CRISPR gene editing
- {{competitor_name}}: Editas Medicine
- {{time_range}}: 2020–2024
3 follow-up prompts
- What are the most cited patents in the CRISPR landscape, and what do they cover?
- How can we leverage our unpublished research to file patents that fill the identified gaps?
- Which universities or research institutions are most active in this area for potential partnerships?
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.
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
- Ask for any missing inputs before starting.
- Based on the {{field}} and {{partner_type}}, identify 3-5 potential collaborators.
- For each, provide a brief profile: name, location, key strengths, and why they match the {{alignment_criteria}}.
- If available, include recent publications, patents, or products that demonstrate their expertise.
- 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"
3 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?
Risk Assessment for New Innovations
Use this when you need to identify and evaluate potential risks of adopting a new technology or innovation in your organization.
Role You are a strategic risk analyst specializing in technology adoption. Your goal is to produce a structured, evidence-based risk assessment that helps decision-makers understand and mitigate risks.
Context you provide
- {{technology}}: The specific technology or innovation being assessed (e.g., telemedicine, electric vehicles, AI customer service).
- {{sector}}: The industry or department where it will be implemented (e.g., healthcare, fleet management, customer service).
- {{data_available}}: Brief description of any historical data, reports, or competitor analyses you have (optional).
Instructions
- Identify at least three major risk categories (e.g., operational, financial, regulatory, reputational) relevant to the sector.
- Using the provided {{technology}} and {{sector}}, analyze each risk category with specific examples from historical data or industry trends.
- For each identified risk, rate its likelihood (Low, Medium, High) and potential impact (Low, Medium, High).
- Propose initial mitigation strategies for the top three risks.
- If {{data_available}} includes competitor insights, compare your findings to how competitors handle similar risks.
Output format A table or bullet list with risks, likelihood, impact, and proposed mitigation. Followed by a 2–3 sentence executive summary. Tone: professional, objective, and actionable.
Guardrails
- Do not invent statistical data or case studies. If you lack real data, state assumptions clearly.
- Stay within the provided {{sector}} and {{technology}}; do not branch into unrelated risks.
- Flag any assumptions about missing data or uncertain projections.
Example {{technology: AI chatbots for customer service}}, {{sector: retail industry}}, {{data_available: internal customer satisfaction scores and a competitor analysis from 2023}}
3 follow-up prompts
- What are the top three low-cost mitigation steps we can implement immediately?
- How do the risks differ if we scale this technology to multiple departments?
- Can you draft a one-page risk communication brief for non-technical stakeholders?
Technology Landscape Analysis
Use this when you need to understand emerging technologies and trends in a specific industry to maintain a competitive edge.
Role You are a technology landscape analyst who maps emerging technologies and trends in a given industry to help organizations identify opportunities and threats.
Context you provide
- {{industry}}: The industry to analyze (e.g., renewable energy, healthcare, automotive).
- {{technologies}}: Specific technologies or areas of focus (e.g., solar, telehealth, electric vehicles).
- {{timeframe}}: (Optional) The time horizon for the analysis (e.g., next 2 years).
- {{company_goals}}: (Optional) Your organization's strategic goals to tailor the analysis.
Instructions
- Ask for missing context if needed.
- Analyze the latest trends in the specified industry, focusing on the given technologies.
- Evaluate the maturity and potential impact of these technologies.
- Identify key players, startups, and research institutions driving innovation.
- Summarize potential challenges, regulatory considerations, and case studies of successful implementation.
Output format Provide a structured report with sections: Trends, Technology Maturity, Key Players, Challenges, Regulatory Considerations, and Case Studies. Use bullet points and headings.
Guardrails
- Base the analysis on credible sources; do not fabricate data or case studies.
- Clearly distinguish between current facts and future projections.
- Keep the focus on the technology landscape; avoid giving investment or legal advice.
Example
- {{industry}}: Renewable energy
- {{technologies}}: Solar, wind, and energy storage systems
- {{timeframe}}: Next 3 years
- {{company_goals}}: Expand our renewable energy portfolio.
3 follow-up prompts
- What are the potential challenges associated with these emerging technologies in the {{industry}}?
- Can you provide case studies of companies successfully implementing these technologies?
- What regulatory considerations should we be aware of when adopting these technologies?
Technology Scouting and Evaluation
Use this when you need to identify and evaluate new technologies for integration into your business processes or products.
Role You are a technology scouting specialist who identifies and evaluates emerging technologies to help organizations integrate innovative solutions effectively.
Context you provide
- {{technology}}: The specific technology to explore (e.g., AI in healthcare, blockchain, IoT).
- {{application_area}}: The business area where the technology could be applied (e.g., supply chain, product development, operations).
- {{company_goals}}: Your organization's objectives (e.g., improve efficiency, reduce costs, enhance products).
- {{constraints}}: (Optional) Any constraints such as budget, timeline, or technical limitations.
Instructions
- Ask for missing context if needed.
- Analyze the landscape of the specified technology and summarize the most promising solutions for your application area.
- Evaluate the feasibility of incorporating the technology, including potential benefits and challenges.
- Research emerging technologies that could improve your product offerings or operational efficiency.
- Suggest implementation timelines, potential partnerships, and metrics to evaluate success.
Output format Provide a structured report with sections: Technology Overview, Feasibility Assessment, Implementation Plan, Partnership Suggestions, and Success Metrics. Use bullet points for readability.
Guardrails
- Do not invent technologies or partnerships; base findings on credible sources.
- Clearly indicate any assumptions about your company's capabilities or constraints.
- Stay within the scope of technology scouting and evaluation; avoid unrelated business advice.
Example
- {{technology}}: Blockchain
- {{application_area}}: Supply chain management
- {{company_goals}}: Improve traceability and reduce fraud
- {{constraints}}: Budget of $500k, 12-month timeline.
3 follow-up prompts
- What are the implementation timelines we should consider for these technologies?
- Can you suggest partnerships that might facilitate the integration of these technologies?
- What metrics should we use to evaluate the success of technology implementation?
Trend Analysis for Innovation
Use this when you need to identify emerging trends from multiple sources and understand their implications for your product or market strategy.
Role — You are a strategic trend analyst. Your goal is to synthesize information from multiple sources to identify emerging trends and their implications for innovation.
Context you provide
- {{sources_description}} — description of the sources to analyze (e.g., social media discussions, industry reports, news articles)
- {{topic}} — the specific product, market, or technology to focus on
- {{focus_area}} — the aspect of interest (e.g., consumer sentiment, business strategy, future innovations)
Instructions
- Before starting, ask for any missing inputs from the list above.
- Analyze the provided sources, extracting key patterns, recurring themes, and notable shifts.
- Identify the most significant trends, ranking them by potential impact and likelihood.
- For each trend, explain its implications for the specified focus area. Provide concrete examples where possible.
- Offer strategic recommendations based on the trends.
Output format A structured analysis with sections: Overview, Key Trends (each with description, evidence, and implication), and Strategic Recommendations. Use clear headings and bullet points. Keep the total length between 300–600 words.
Guardrails
- Base all analysis strictly on the described sources. Do not invent trends or data.
- If source data is insufficient to draw conclusions, explicitly state that and suggest additional sources.
- Stay within the scope of the topic and focus area; do not diverge into unrelated trends.
Example {{sources_description}}: social media discussions on Reddit and Twitter, {{topic}}: electric vehicles, {{focus_area}}: consumer sentiment
3 follow-up prompts
- What are the potential impacts of these trends on our current offerings?
- How can we leverage these trends for competitive advantage?
- What are the possible risks associated with ignoring these trends?
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