prompts

A shared tag with AI prompts and code snippets

From workspace: OpenAI

Team: Open AI Academy

Total snippets: 100

OpenAI

prompts

100 snippets

Diagram customer journey through app

Create a customer journey map through our mobile banking app. Context: Steps include onboarding, account linking, transactions, and support. Output: A visual flowchart with steps, screens, and decision points.

Model data flow in ML pipeline

Create an image showing data flow in a machine learning pipeline. Context: We collect raw user data, clean it, train models, and serve predictions. Output: A labeled flowchart from raw data to inference.

Explain CI/CD pipeline to stakeholders

Create an image that explains our CI/CD process. Context: This is for a presentation to business stakeholders. Output: Diagram showing dev → build → test → deploy steps with basic icons and short descriptions.

Visualize system architecture

Create an image of the system architecture. Context: It’s a microservices-based e-commerce platform with services for payments, catalog, and user profiles. Output: Diagram with labeled services and data flow arrows.

Create a component diagram

I need to visualize the architecture of [insert system or service]. Generate a component diagram showing key services, data flows, and third-party integrations. Use clear labels and group components logically.

Summarize feedback from user surveys

Summarize this user feedback CSV. Context: It includes ratings and open text responses from a recent survey. Output: Key themes, sentiment scores, and charts showing distribution of ratings.

Prioritize bugs based on impact

Analyze this bug report dataset. Context: Each row includes severity, frequency, and affected users. Output: A prioritized list of top bugs with charts showing frequency vs. severity.

Analyze performance test results

Analyze this set of performance test results. Context: It compares two versions of our backend service. Output: Side-by-side comparison charts + text summary of improvements or regressions.

Visualize system error rates over time

Plot error rates over time from this dataset. Context: It contains application logs from the last month. Output: A time-series chart with callouts for error spikes and a short interpretation.

Identify trends in product usage logs

Analyze this CSV of product usage logs. Context: We want to identify usage trends over time and across user segments. Output: Summary stats + line or bar charts highlighting key trends.

Brainstorm edge cases for testing

We’re preparing test cases for [insert feature/system]. Brainstorm potential edge cases and failure scenarios that may not be covered by standard testing, including unusual user inputs, system state changes, and concurrency issues.

Suggest observability improvements

We currently use [insert tools] for monitoring [insert service]. Review our observability setup and suggest improvements across metrics, logging, alerting, and dashboards to improve issue detection and debugging.

Analyze a data pipeline failure

A critical data pipeline failed in yesterday’s run. Here are the logs, data volume trends, and error outputs: [insert context]. Analyze what likely went wrong and provide recommendations to prevent recurrence.

Analyze performance bottlenecks

Our service is experiencing latency and degraded performance during peak usage. Here are metrics, logs, and relevant traces: [insert context]. Help identify the bottlenecks and recommend specific optimizations.

Debug failing system in production

A system in production is intermittently failing, and we’re struggling to isolate the root cause. Based on the following logs, metrics, and recent changes: [insert context], help identify the most likely causes and suggest next steps for mitigation.

Write JIRA ticket from spec

Based on this engineering spec for [insert task or feature], write a JIRA ticket that includes the problem statement, context, goals, acceptance criteria, and technical notes for implementation.

Draft onboarding guide for new hires

I need to write an onboarding guide for new engineers joining [insert team]. Create a draft with sections for required tools, access setup, codebase overview, and first tasks. Make it suitable for self-service onboarding.

Draft runbook for on-call engineers

I need to create a runbook for on-call engineers supporting [insert system]. Draft one that includes sections for system overview, common alerts, diagnostic steps, and escalation procedures.

Document internal API behavior

I need to document how this internal API works for other developers. Here’s the relevant code, schema, and usage examples: [insert materials]. Create clear documentation including endpoints, input/output formats, and expected behavior.

Review system design doc

I’ve drafted a technical design document for [insert project or feature]. Review it for clarity, architectural soundness, and completeness. Highlight any missing considerations or questions reviewers may raise.

Investigate compliance best practices

Research best practices for GDPR/CCPA compliance so we can help kick off discussions with our legal team. Context: Our app stores sensitive user data in the EU and US. Output: A compliance checklist with citations, sorted by regulation. Include...

Analyze AI/ML trends in logistics

I’m researching AI/ML adoption in logistics systems. Context: Our company is considering integrating predictive routing. Output: A 5-paragraph summary on current trends, vendors, and implementation patterns. Include citations and links.

Benchmark observability tools

Benchmark the top observability tools. Context: We want to move from basic logging to full-stack monitoring. Output: Create a comparison table of features, pricing, integrations for Datadog, New Relic, Prometheus, and OpenTelemetry. Include sources.

Research frameworks for real-time apps

I’m building a real-time collaboration tool. Context: We need low-latency and scalability. Output: Compare top frameworks (e.g., SignalR, Socket.io, WebRTC) with use cases, pros/cons, and current usage by other SaaS companies. Include sources.

Evaluate cloud providers for migration

I’m an infrastructure engineer evaluating cloud migration options. Context: We’re moving from on-prem to the cloud for a fintech backend. Output: Compare AWS, GCP, and Azure for scalability, pricing, compliance, and developer tooling. Include...

Compare feature adoption across customer segments

Use this data to compare how small business vs. enterprise customers adopt our key features. Highlight major differences, usage frequencies, and retention impact. Format output as a table with insights. [Upload CSV or describe dataset]

Analyze A/B test results

Review the results of our recent A/B test (test vs. control). Identify statistical significance, key metrics that changed, and recommend next steps. Present insights clearly with graphs if needed. [Upload test data]

Identify product adoption risks

Review our product rollout plan and highlight 5 risks to successful adoption. Include likelihood, impact, and mitigation recommendations. [Insert rollout plan or summary]

Synthesize insights from usage data

Based on the following product usage data, summarize 3 key behavioral trends and what they suggest about user needs. Recommend 2 follow-up investigations. [Insert data or summary]

Analyze product feedback themes

Analyze this set of user feedback and identify the 4 most frequent themes. Summarize each with example quotes and suggested product implications. [Insert feedback or data dump]

Design user journey infographics

Generate a user journey infographic showing the onboarding experience for a mobile health-tracking app. Include key milestones, emotions, and friction points. Style: infographic, vertical layout, soft colors.

Illustrate product comparison visuals

Create a side-by-side visual comparison of two app dashboards: one cluttered with too many metrics, and one simplified with actionable insights. Style: dashboard UI, minimalistic, neutral branding.

Design onboarding flow wireframe

Generate a wireframe-style image of a 3-step onboarding flow for a finance app. Steps include: linking an account, setting financial goals, and reviewing suggestions. Style: greyscale wireframe with labels.

Visualize a user journey map

Create a user journey map for our [insert user persona] going through [insert experience]. Include emotional highs/lows, touchpoints, and moments of friction. Output as a visual flow.

Draft pitch deck for new product

Create a 5-slide outline for a pitch deck introducing our new product to internal stakeholders. Include problem, solution, market, product overview, and timeline. [Insert product idea]

Generate a one-sentence value proposition

Based on this feature description, write 3 versions of a clear, compelling one-sentence value proposition. Tailor each one to a different target audience. [Insert feature description]

Create a go-to-market FAQ

Draft an internal FAQ for our sales and support teams about our upcoming feature launch. Use this background and anticipated questions. Write in a confident, informative tone. [Insert feature and launch details]

Draft changelog and release notes

Using this release summary, draft user-facing changelog notes for our next version release. Use a friendly, clear tone and group by category (e.g., new, improved, fixed). [Insert release notes or ticket list]

Draft PRD for a new feature

Based on this feature idea and customer need, write a first-draft PRD. Include user story, problem statement, solution overview, acceptance criteria, and success metrics. [Insert context or problem]

Plan A/B testing experiments

Review this list of product UI changes and propose 2 A/B test setups. Include hypothesis, success metrics, and potential outcomes. [Insert UI changes or user goals]

Brainstorm feature ideas from customer feedback

Review this batch of customer feedback from the past quarter. Identify pain points and generate a list of 5 feature ideas to address recurring themes. [Insert feedback or summary]

Draft a vision statement for the product

Based on this long-term goal and user need, write a concise product vision statement. Keep it inspiring and grounded in real outcomes. [Insert product goal]

Explore monetization models

We’re considering pricing changes. Based on this product value and audience, suggest 3 monetization strategies. Include pros, cons, and examples of companies using each. [Insert product and audience details]

Prioritize product roadmap items based on impact

Review this list of upcoming product initiatives. Use the data provided (impact scores, effort estimates, and strategic alignment notes) to suggest priority order. Present the reordered list with justification for each recommendation. [Insert...

Research top product-led growth tactics

Research the top 7 product-led growth strategies used by fast-scaling SaaS companies in the last 2 years. Prioritize those with measurable impact. Include 1–2 examples per tactic and source links. Output: Ranked list with strategy, example, and...

Identify regulatory risks for new features

I’m a PM scoping a [feature] for financial services. Research recent regulatory guidance in the US, UK, and EU around the use of [feature] in customer-facing products. Summarize by region with citations. Output: A table of legal considerations to...

Compare tech stack options

Compare the pros and cons of integrating [technology/tool A] vs. [technology/tool B] into our product. Focus on scalability, cost, support, and developer experience. Include citations.

Benchmark competitor pricing strategies

I’m a product manager launching a new SaaS product. Research how top 5 competitors in this space structure their pricing tiers, freemium vs. paid, feature gating, and upsell triggers. Use public sources and include URLs. Output: A comparison table...

Compare competitors’ onboarding UX

Research how 3 key competitors structure their onboarding flow for new users. Include screenshots, key steps, and points of friction or delight. Synthesize a comparison table and recommendations for improvement. Target product: [Insert product]

Draft a team celebration graphic

Draft a team celebration graphic Design a fun, modern graphic to celebrate “Top Rep of the Month.” Include a placeholder for name/photo and stylized trophy or badge. Style should match internal brand or newsletter vibe.

Create a territory coverage map

Create a simplified U.S. map showing sales territories split by region: West, Central, East. Use distinctive color zones and label key states. Output should look clean and suitable for a sales kickoff deck.

Illustrate key sales personas

Create professional illustrations for 3 personas: (1) CFO of a mid-market company, (2) VP of IT at a global enterprise, and (3) Operations Manager at a logistics firm. Style should be flat and modern, ideal for use in a one-pager or training slide.

Visualize the B2B sales funnel

Create an image of a standard B2B SaaS sales funnel with these stages: Prospecting, Discovery, Demo, Proposal, Closed Won/Lost. Use clean, modern icons and text labels. Output should be clear enough for use in a slide or enablement doc.

Visualize sales process in funnel view

Create a funnel graphic showing our sales stages: [insert stages]. Make it clean and easy to read for onboarding docs. Output as simple image.

Generate performance comparison chart

Here’s a table of rep performance by quarter: [paste data]. Compare top vs bottom performers. Show chart with trends and call out key differences. Output as table + insights.

Summarize campaign attribution to closed deals

Match campaign sources to closed-won deals from this data. Identify which campaign drove the most closed revenue. Data: [Upload campaign + deal export]. Output a ranked list and a short campaign summary.

Visualize deal velocity across quarters

Use this CRM export to calculate average deal velocity per quarter (days from lead to close). Data: [Upload with open/close dates]. Show velocity trend in a simple chart and summarize the trendline.

Identify top-performing reps by close rate

From this dataset of rep activities and closed deals, calculate the close rate for each rep and rank them. Data: [Upload rep performance CSV]. Output a ranked list and a sentence for each rep’s strength.

Analyze pipeline conversion rates by stage

Analyze this sales pipeline export. Calculate conversion rates between each stage and identify the biggest drop-off point. Data: [Upload pipeline CSV]. Output a short summary and a table of conversion % by stage.

Find customer proof points in the public domain

Research recent online reviews, social mentions, and testimonials about [our product OR competitor product]. Focus on what customers are praising or criticizing. Summarize top 5 quotes, what persona each came from, and where it was posted. Include...

Prepare sales objection rebuttals

Create rebuttals to these common objections: [insert 2–3 objections]. Make them sound natural and confident, and include a backup stat or story where useful. Output as list.

Create a sales enablement one-pager

Create a one-pager to help reps pitch [product name] to [persona]. Include key benefits, features, common use cases, and competitor differentiators. Format as copy-ready enablement doc.

Competitive positioning analysis

I’m preparing a competitive battlecard for [competitor name]. Research their pricing model, product positioning, recent customer wins/losses, and sales motion. Compare it to ours based on these strengths: [insert]. Output a 1-page summary with...

Create battlecard for competitor

Create a battlecard for [competitor name]. Use these notes: [insert positioning data]. Include strengths, weaknesses, how we win, and quick talk track. Output as table format.

Regional market entry planning

I’m evaluating market entry into [region/country] for our [SaaS solution]. Research local buying behaviors, competitive landscape, economic conditions, and regulatory concerns. Format as a go/no-go market readiness summary with citations and...

Spot high-potential accounts using weighted scoring

Score accounts based on [insert rules—e.g., company size, engagement score, intent signals]. Data: [Upload account list]. Output top 10 ranked accounts with their score and a note explaining why.

Prioritize accounts using firmographic data

I have this list of accounts: [paste sample]. Prioritize them based on [criteria: industry, size, funding, tech stack]. Output a ranked list with reasons why.

Design territory planning framework

Create a territory planning guide for our next fiscal year. Inputs: team headcount, target industries, regions, and historical revenue. Recommend allocation method and sample coverage plan.

Generate strategic account plan

Create an account plan for [customer name]. Use these inputs: company profile, known priorities, current product usage, stakeholders, and renewal date. Output a structured plan with goals, risks, opportunities, and next steps.

Draft exec update on pipeline status

Summarize our pipeline health this month for execs. Inputs: [paste data]. Include total pipeline, top risks, biggest wins, and forecast confidence. Write it like a short exec update.

Create summary of rep activity

Write a daily update summarizing key rep activities. Inputs: [paste call summaries or CRM exports]. Make it upbeat and concise. Output as 3–5 bullet message.

Draft renewal pitch for key customer

Draft a renewal pitch for [customer name] based on this renewal history and value data: [paste data]. Include key ROI proof points and renewal recommendation. Output as a short pitch and optional follow-up email.

Rework demo follow-up email

Rewrite this follow-up email after a demo to sound more consultative. Original email: [paste here]. Include recap, next steps, and call scheduling CTA. Output as email text.

Draft a personalized cold outreach email

Write a short, compelling cold email to a [job title] at [company name] introducing our product. Use the background below to customize it. Background: [insert value props or ICP info]. Format it in email-ready text.

Collaborative Project Management

Assist my group in organizing our project on [topic]. Break down the project into key tasks, assign responsibilities based on each member’s strengths, and set realistic deadlines. Provide strategies for effective communication and collaboration to...

Personalized Career Pathway Exploration

Based on my interests in [fields], suggest tailored career paths that align with my strengths and aspirations. Outline actionable steps to achieve these goals, including targeted recommendations for internships, relevant courses, and essential...

Practice Real-World Scenarios

Simulate a business negotiation in the sports management industry, focusing on securing a sponsorship deal. Present realistic scenarios and challenges throughout the negotiation process. Provide real-time feedback on my strategies, decisions, and...

Custom Research Assistant

Assist with my research on [topic]. Summarize the key findings from these primary sources [links] and organize the information into clear, thematic categories. Identify any gaps or areas needing further exploration, and suggest additional...

Real-Time Peer Review and Feedback

Review my essay on [topic] and provide detailed, constructive feedback. Identify key strengths and pinpoint specific areas for improvement. Recommend additional resources or examples to strengthen my arguments and ensure clarity and coherence...

Adaptive Study Plan Generator

Create a personalized, adaptive study plan for my upcoming exams in [specific subject]. Incorporate my recent performance data and syllabus details. Include time allocations, targeted practice problems, and review sessions. Adjust the plan...

Curriculum Development Support

Analyze our current curriculum at [Your Institution Name] and provide recommendations for new courses or revisions. Base your suggestions on student feedback, industry trends, and emerging skills needed in the field. Identify any gaps in the...

Alumni Engagement Strategy Development

Create an alumni engagement strategy for [Your Institution Name] that features personalized communication plans and tailored event suggestions. Base the strategy on alumni interests, past involvement, and engagement data. Include recommendations...

Crisis Response Planning

Develop a crisis response plan for a natural disaster at [Your Campus Name]. Outline immediate steps like evacuation and emergency communication with students and staff. Include strategies for long-term recovery, focusing on rebuilding and mental...

Financial Aid Optimization

Analyze our financial aid distribution data from the past [specific time period] and identify trends and opportunities to optimize funding allocation for maximum student support. Highlight any gaps in distribution, such as underrepresented groups...

Event Planning and Coordination

Help plan our upcoming university conference. Create a detailed schedule, assign tasks to team members, and suggest communication strategies for keeping everyone informed. [Bullet points for what needs to be included in the event].

Onboarding Checklist for New Hires

Develop a comprehensive onboarding checklist for new faculty members, ensuring alignment with institutional policies and best practices. Use the resources below, and include key tasks and milestones, such as orientation sessions, training on...

Student Enrollment Analytics and Forecasting

Analyze our enrollment data from the past five years [linked] and generate a forecast for the upcoming academic year. Identify key trends, influencing factors, and any potential anomalies. Suggest targeted strategies for optimizing resource...

Feedback Helper

Purpose & Impact: Produces structured, constructive feedback aligned to rubrics, reducing grading time while increasing clarity and consistency for students. Who Uses It: Faculty, TAs. Build Checklist Name: Feedback Helper for [Insert Course...

Research Simplifier

Purpose & Impact: Speeds up literature reviews by summarizing complex academic papers into clear briefs, comparison tables, and evidence maps—helping faculty and grad students find insights faster without hallucinations. Who Uses It: Faculty,...

Lesson Planner

Purpose & Impact: Builds complete, standards-aligned lesson plans with clear objectives, timed activities, accessibility notes, and formative checks. Reduces prep time and improves instructional quality. Who Uses It: Faculty, instructional...

Quiz & Exam Creator

Purpose & Impact: Generates high-quality, learning-objective-aligned assessment questions across multiple formats and difficulty levels. Saves faculty time while ensuring balanced coverage and a mix of cognitive skill levels. Who Uses It: Faculty,...

Class Companion

Purpose & Impact: Acts as a 24/7 course assistant, turning course files into an interactive tutor that provides explanations, examples, and guided practice based solely on approved materials. Increases engagement, supports independent learning,...

Research Data Visualization and Interpretation

Using the data set [link to CSV or spreadsheet], generate clear bar charts and scatter plots showing significant correlations. Provide annotated explanations so students can easily grasp the key insights and interpret the data with minimal guidance.

Crisis Management & Response Simulation

Develop an interactive classroom simulation on responding to a significant public health crisis. Outline scenario stages, key inflection points, and roles for students. Provide likely outcomes if certain decisions are made—both best and worst-case...

Personalized Learning Pathway Creation

Build a two-track learning pathway for [subject/topic]. The first track should address fundamental concepts for beginners, while the second offers advanced challenges and research opportunities. Suggest reading materials, practical exercises, and...

Customized Student Feedback Analysis

Review feedback from my [course name] for the past semester (attached). Summarize common themes, note any frequently mentioned concerns, and propose at least three actionable changes to improve the course next term.

Real-Time Debate and Discussion Moderation

Moderate a debate on [controversial topic]. Provide unbiased summaries of each side’s arguments, highlight logical fallacies or gaps, and introduce provocative questions to deepen the discourse.

Cross-Disciplinary Research Collaboration Facilitation

Develop a research framework integrating [discipline A] and [discipline B]. Identify common objectives, potential methodological overlaps, and areas where both fields can benefit. Provide an outline with clear goals and recommended collaboration...

Automated Research Grant Proposal Drafting

Create a research grant proposal focusing on [topic]. Align it with [funding agency] guidelines (linked) and ensure the proposal includes a robust literature review, detailed methods section, and anticipated impact. Emphasize how our institution’s...

Dynamic Case Study Development

Generate a comprehensive case study on [emerging issue/technology], highlighting key trends and recent real-world data (from the past 6 months). Structure it for graduate-level students, including background information, challenges, and open-ended...

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