DeepSeek vs Gemini vs Mistral: Prompt Engineering

Prompt
finance professional chatgpt prompts
DeepSeekDeepSeek
finance professional chatgpt prompts

Of course. Here is a comprehensive guide to ChatGPT prompts for finance professionals, categorized by role and function.

The key to success with ChatGPT in finance is specificity and context. Don't ask vague questions; provide data, define your role, and state your goal.

Golden Rules for Effective Finance Prompts


  • Assign a Role: "Act as a seasoned financial analyst for a Fortune 500 company..."

  • Provide Context: "Given a 10% market downturn, rising interest rates, and a client with a moderate risk tolerance..."

  • Define the Output: "Create a bulleted list," "Generate a table," "Write a 3-paragraph email," "Provide a Python script outline."

  • Iterate: Use the output to ask more refined follow-up questions.



Category 1: Financial Analysis & Modeling

Use Case: Accelerating initial research, brainstorming drivers, and drafting model structures.

  • Drafting a 3-Statement Model:

> "Act as a financial modeling expert. I am building a 3-statement model for a SaaS company. List the top 10 key drivers and assumptions I should include in my model, such as Monthly Recurring Revenue (MRR), Churn Rate, and Customer Acquisition Cost (CAC). Organize them into a table with columns: 'Assumption', 'Description', 'Impacted Statement (IS/BS/CF)'."
  • Analyzing Financial Ratios:

> "I have a company with the following metrics: Current Ratio = 1.8, Debt-to-Equity = 0.6, ROE = 15%, and Net Profit Margin = 8%. Compare these ratios to industry averages for the consumer staples sector. Highlight potential strengths and weaknesses and suggest three questions I should investigate further."
  • DCF Model Assumptions:

> "I am performing a DCF valuation for a mature manufacturing company. Outline a step-by-step process for estimating the Weighted Average Cost of Capital (WACC). Include the formulas for Cost of Equity (using CAPM) and Cost of Debt. Ask me for the specific inputs you need to calculate it."
  • Scenario Analysis:

> "Create a scenario analysis for a project with a base-case NPV of $2M. Show me a table with a bull case (+20% revenue growth, -2% discount rate) and a bear case (-10% revenue growth, +3% discount rate). Explain the primary risk factors driving the variance in outcomes."


Category 2: Investment Research & Due Diligence

Use Case: Generating investment theses, identifying risks, and structuring research reports.

  • Generating an Investment Thesis:

> "Act as a hedge fund analyst. Draft a one-page investment memo 'pitch' for [Company Name]. The structure should include: 1) Thesis Summary, 2) Industry Overview & Tailwinds, 3) Company's Competitive Moats, 4) Key Financial Highlights, and 5) Primary Risks and Mitigations."
  • SWOT Analysis:

> "Perform a SWOT analysis for a company like [Company Name] that is launching a new AI-powered product in a competitive market. Be critical and focus on executable insights, not just generic statements."
  • Competitive Landscape:

> "List the top 5 public competitors to [Company Name]. For each, provide their key financial metrics (market cap, P/E ratio, profit margin) and a brief description of their strategic positioning relative to [Company Name]."
  • Red Flag Identification:

> "I am conducting due diligence on a potential acquisition target. List 10 financial and operational red flags I should look for in the data room, such as consistently declining free cash flow, frequent one-time restructuring charges, or high customer concentration."


Category 3: Corporate Finance & Strategy

Use Case: Supporting internal decision-making, capital allocation, and strategic planning.

  • Capital Allocation Framework:

> "Our company has $500M in excess cash. Outline a framework for capital allocation, weighing the pros and cons of different options: share buybacks, dividend increases, M&A, or paying down debt. Provide a decision matrix based on our current debt level and growth prospects."
  • M&A Synergy Analysis:

> "We are considering acquiring a smaller competitor. List and categorize potential revenue synergies (e.g., cross-selling) and cost synergies (e.g., SG&A reduction) we should model. For each, suggest a method for quantifying the synergy."
  • IPO Preparation:

> "Act as an investment banker. What are the key milestones and preparation steps a private company needs to complete 24 months, 12 months, and 6 months before an IPO? Create a high-level timeline."
  • Investor Presentation Outline:

> "Create a detailed outline for a Q3 earnings call presentation for a retail company that missed revenue estimates but beat on profitability. The tone should be confident and address the miss head-on. Include slides for 'Key Messages', 'Market Update', 'Financial Performance', and 'Revised Guidance'."


Category 4: Risk Management & Compliance

Use Case: Identifying, categorizing, and communicating risks.

  • Risk Register:

> "Generate a risk register template for a new international expansion project. The template should include columns for: Risk ID, Risk Description, Category (Operational, Financial, Regulatory), Likelihood, Impact, Mitigation Strategy, and Owner."
  • Compliance Checklist:

> "Create a high-level checklist for ensuring AML (Anti-Money Laundering) and KYC (Know Your Customer) compliance for a new digital banking product."
  • Market Risk Explanation:

> "Explain the concept of Value at Risk (VaR) to a non-finance executive. Use a simple analogy and avoid complex math. Focus on what it measures and its limitations."


Category 5: Communication & Reporting

Use Case: Drafting emails, reports, and summaries for different audiences.

  • Executive Summary:

> "Summarize the following quarterly financial results [paste data or text] into a 3-bullet point executive summary for the CEO. Focus on the 'so what'—key drivers and implications."
  • Client Email (Bad News):

> "Draft a professional email to a client explaining that their portfolio has underperformed the benchmark due to sector-specific headwinds. The tone should be empathetic, transparent, and reaffirm the long-term strategy. Do not use financial jargon."
  • Board Report Section:

> "Write the 'Market Outlook' section for a board of directors report. The current environment is characterized by high inflation and potential recession. Keep it to two paragraphs: one on challenges and one on opportunities."
  • Simplifying a Complex Concept:

> "Explain how a swap contract works, using an analogy of two farmers (one growing wheat, one growing corn) who want to diversify their risk. Make it easy for a new analyst to understand."


Category 6: Personal Productivity & Skill Development

Use Case: Learning, coding, and improving workflow.

  • Excel / Google Sheets Formula Help:

> "I have a column of dates in Column A and transaction amounts in Column B. What is the Excel formula to sum the amounts for a specific month and year (e.g., March 2024)?"
  • Python / R Script Outline:

> "I want to pull stock price data for [Ticker] from Yahoo Finance using Python. Provide a step-by-step outline of the code using the yfinance library, including how to handle the data and calculate simple daily returns."
  • Learning a New Topic:

> "I want to understand the intricacies of the Volcker Rule. Create a structured learning path: start with a one-sentence definition, then three key components, and finally, the main criticisms from the banking industry."

By using these structured prompts, you can transform ChatGPT from a simple chatbot into a powerful, AI-powered assistant that enhances your productivity, deepens your analysis, and improves your communication.

15:27
GeminiGoogle
finance professional chatgpt prompts

Okay, here are some ChatGPT prompts tailored for finance professionals, categorized by area of focus. I've included prompts that range from generating ideas and content to assisting with analysis and decision-making.

I. Investment Management & Portfolio Strategy

  • Idea Generation:

  • "Generate 5 unique investment strategies incorporating current macroeconomic trends like [Inflation, Interest Rate Hikes, Supply Chain Disruptions]."

  • "What are some potential investment opportunities within the [Renewable Energy/Artificial Intelligence/Cybersecurity] sector that are currently undervalued based on [P/E Ratio, Growth Potential, Technological Advancement]?"

  • "Brainstorm 10 alternative investment ideas suitable for a high-net-worth individual with a long-term investment horizon and a moderate risk tolerance. Focus on diversification and potential for capital appreciation."

  • "What are some potential downside risks to investing in [Company Name/Sector] and how can they be mitigated?"

  • "Suggest 3-5 socially responsible investment options that align with [Specific ESG Criteria, e.g., Climate Change Mitigation, Ethical Labor Practices]."

  • Portfolio Analysis & Optimization:

  • "Analyze the risk-adjusted performance of a portfolio consisting of [Specific Assets and Weights] over the past 5 years, considering [Sharpe Ratio, Sortino Ratio, Treynor Ratio, and Maximum Drawdown]."

  • "Given a client's risk profile of [Risk Tolerance Level, Investment Horizon, Financial Goals], recommend an optimal asset allocation strategy across [Asset Classes] using [Modern Portfolio Theory/Black-Litterman Model]."

  • "Suggest improvements to a portfolio that is overweight in [Specific Sector] and underweight in [Another Sector] to improve diversification and reduce concentration risk."

  • "Simulate the impact of a [Market Correction/Interest Rate Hike/Geopolitical Event] on a portfolio with the following characteristics: [Asset Allocation, Beta, Duration]."

  • "Generate a report comparing the performance of my portfolio against a benchmark of [Index Name] over the past [Time Period]."

  • Market Commentary & Research:

  • "Provide a concise summary of the key drivers behind the recent volatility in the [Specific Market/Asset Class]."

  • "Analyze the potential impact of [Federal Reserve Policy/Government Regulation/Technological Disruption] on the [Specific Industry/Sector]."

  • "Summarize the consensus forecasts for [Key Economic Indicators] and discuss the potential implications for investment strategy."

  • "Develop a detailed analysis of [Company Name]'s financial performance, including a SWOT analysis and valuation using [DCF, Relative Valuation]."

  • "Research the current trends and future outlook for the [Specific Commodity/Currency] market."


II. Corporate Finance & Financial Planning
  • Financial Modeling & Analysis:

  • "Build a financial model to project the cash flows of [Company Name] over the next 5 years, incorporating assumptions for [Revenue Growth, Operating Expenses, Capital Expenditures]."

  • "Perform a sensitivity analysis on a financial model to assess the impact of changes in [Key Assumptions] on [Net Present Value, Internal Rate of Return]."

  • "Calculate the weighted average cost of capital (WACC) for [Company Name] based on its capital structure and cost of debt and equity."

  • "Analyze the financial viability of a potential [Merger/Acquisition/Investment Project] using [NPV, IRR, Payback Period] criteria."

  • "Create a break-even analysis for a new product launch, considering fixed and variable costs, and determine the sales volume required to achieve profitability."

  • Capital Structure & Funding:

  • "Evaluate the optimal capital structure for [Company Name], considering its industry, financial performance, and risk profile."

  • "Compare the pros and cons of different funding options, such as [Debt Financing, Equity Financing, Venture Capital], for a growing business."

  • "Develop a pitch deck for a company seeking [Specific Amount] in funding from [Type of Investor]."

  • "Outline the key terms and conditions to consider when negotiating a loan agreement with a bank."

  • Financial Planning & Advice:

  • "Develop a comprehensive financial plan for a client with the following characteristics: [Age, Income, Assets, Liabilities, Goals, Risk Tolerance]."

  • "Advise a client on the optimal strategy for managing their retirement savings, considering [Tax Implications, Investment Options, Withdrawal Strategies]."

  • "Recommend strategies for reducing tax liabilities, such as [Tax-Advantaged Accounts, Deductions, Credits]."

  • "Evaluate the affordability of purchasing a home based on a client's income, expenses, and credit score."

  • "Assess the insurance needs of a family and recommend appropriate coverage levels for [Life Insurance, Disability Insurance, Health Insurance]."


III. Risk Management & Compliance
  • Risk Identification & Assessment:

  • "Identify the key risks facing a financial institution, including [Credit Risk, Market Risk, Operational Risk, Liquidity Risk, Reputational Risk]."

  • "Assess the potential impact and likelihood of each risk and develop a risk mitigation plan."

  • "Conduct a stress test on a portfolio to evaluate its resilience to adverse market conditions."

  • "Analyze the regulatory landscape for [Specific Financial Product/Service] and identify potential compliance risks."

  • Compliance & Regulatory Reporting:

  • "Summarize the key requirements of [Specific Regulation, e.g., Dodd-Frank Act, GDPR] and outline the steps required to comply."

  • "Generate a report outlining the anti-money laundering (AML) procedures that a financial institution should implement."

  • "Develop a data privacy policy that complies with relevant regulations."

  • "Explain the implications of [New Accounting Standard] for financial reporting."

  • Fraud Detection & Prevention:

  • "Identify potential red flags for fraudulent activity in financial transactions."

  • "Recommend strategies for preventing and detecting fraud in [Specific Area, e.g., Credit Card Transactions, Online Banking]."

  • "Develop a cybersecurity plan to protect sensitive financial data from cyberattacks."


IV. General Finance Tasks
  • Explanation of Concepts:

  • "Explain the concept of [Specific Financial Concept, e.g., Discounted Cash Flow, Capital Asset Pricing Model, Derivatives] in simple terms that a non-finance professional can understand."

  • "Compare and contrast [Two Financial Instruments or Strategies]."

  • "What are the key differences between [GAAP and IFRS]?"

  • Communication & Reporting:

  • "Draft an email to a client explaining the performance of their portfolio in the last quarter."

  • "Prepare a presentation summarizing the key findings of a financial analysis report."

  • "Write a blog post on the importance of financial literacy."

  • Research & Data Analysis:

  • "Find the latest data on [Specific Economic Indicator] from reputable sources."

  • "Compare the financial performance of [Two Companies in the Same Industry]."

  • "Analyze the historical trends in [Specific Market or Asset Class]."

  • Automation & Efficiency:

  • "Write Python code to automate the process of [Data Extraction, Analysis, Reporting]."

  • "Suggest ways to streamline financial processes using technology."


Tips for Using These Prompts:
  • Be Specific: The more specific you are, the better the results will be. Include details about the company, industry, time period, or assumptions you want the AI to consider.

  • Provide Context: Give the AI enough background information so it can understand your request and provide relevant responses.

  • Iterate: Don't be afraid to refine your prompts based on the initial results you get. If the AI doesn't quite understand what you're looking for, try rephrasing your question or adding more detail.

  • Verify Information: Always double-check the information provided by the AI, especially when it comes to financial data or analysis. AI is a tool, not a replacement for your own expertise and due diligence.

  • Ethical Considerations: Use these prompts responsibly and ethically. Don't use them to generate misleading or fraudulent information.


By using these prompts and adapting them to your specific needs, you can leverage the power of ChatGPT to enhance your work as a finance professional. Good luck!

15:27
MistralMistral AI
finance professional chatgpt prompts

Certainly! Here are some prompts you can use to engage with a finance professional or to simulate a conversation with a finance-focused AI like me:

General Finance Questions


  • Investment Strategy:

  • "Can you explain the difference between active and passive investment strategies?"

  • "What are some common mistakes investors make and how can they be avoided?"

  • Financial Planning:

  • "How can I create a comprehensive financial plan for retirement?"

  • "What are the key components of a well-rounded financial portfolio?"

  • Risk Management:

  • "How can I manage risk in my investment portfolio?"

  • "What are some common risk management strategies for different types of investments?"


Specific Financial Topics


  • Stock Market:

  • "What are the key indicators to look at when analyzing a stock?"

  • "How do I diversify my stock portfolio to minimize risk?"

  • Bonds and Fixed Income:

  • "What are the advantages and disadvantages of investing in bonds?"

  • "How do interest rates affect bond prices?"

  • Real Estate:

  • "What are the benefits and risks of investing in real estate?"

  • "How can I evaluate a real estate investment opportunity?"


Personal Finance


  • Budgeting:

  • "What are some effective budgeting techniques for managing personal finances?"

  • "How can I create a budget that helps me save more money?"

  • Debt Management:

  • "What are the best strategies for paying off credit card debt?"

  • "How can I manage student loan debt effectively?"

  • Savings and Investments:

  • "What are the best ways to save for a down payment on a house?"

  • "How can I start investing with a small amount of money?"


Advanced Financial Topics


  • Derivatives:

  • "Can you explain the basics of options trading?"

  • "What are the risks and benefits of using futures contracts?"

  • Cryptocurrency:

  • "What are the key factors to consider when investing in cryptocurrencies?"

  • "How do I evaluate the potential of a new cryptocurrency?"

  • Tax Planning:

  • "What are some effective tax planning strategies for high-income individuals?"

  • "How can I optimize my tax situation as a small business owner?"


Professional Development


  • Career Advice:

  • "What are the key skills needed to succeed in a finance career?"

  • "How can I advance my career in the finance industry?"

  • Certifications:

  • "What are the benefits of obtaining a CFA or CFP certification?"

  • "How can I prepare for the CFA exams?"


Current Events and Trends


  • Economic Indicators:

  • "How do economic indicators like GDP and unemployment rates affect the stock market?"

  • "What are the current economic trends that investors should be aware of?"

  • Market Trends:

  • "What are the latest trends in the financial markets?"

  • "How do geopolitical events impact global financial markets?"


These prompts can help you gain insights and advice from a finance professional or an AI like me. If you have specific questions or need more detailed information, feel free to ask!

15:27

Analysis

This comparison demonstrates the different approaches each AI model takes when responding to the same prompt. Here are the key differences observed:

Response Characteristics

DeepSeek: Provides a direct response with 88 sentences.

Gemini: Provides a detailed response with 77 sentences.

Mistral: Provides a direct response with 51 sentences.

Key Takeaways

  • Each model brings unique strengths to this type of query
  • Response styles vary significantly between models
  • Consider your specific use case when choosing between these models

Try This Comparison Yourself

Want to test these models with your own prompts? Visit SNEOS.com to compare AI responses side-by-side in real-time.


This comparison was generated using the SNEOS AI Comparison ToolPublished: October 01, 2025 | Models: DeepSeek, Gemini, Mistral